{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入绘图库和设置全局参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 样式美化(plt.style.use)定制画布风格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 默认样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 获取所有的自带样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', 'tableau-colorblind10', '_classic_test']\n"
     ]
    }
   ],
   "source": [
    "print(plt.style.available) # 打印一个列表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('bmh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('bmh')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('classic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('classic')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('dark_background')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('dark_background')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('fast')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fast')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('grayscale')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('grayscale')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-bright')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-bright')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-colorblind')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-colorblind')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-dark-palette')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-dark-palette')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-dark')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-dark')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-darkgrid')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-deep')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-deep')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-muted')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5/gqTiIgCiN++4pg/fz5CQkIwadIkCIKA/fv3AwD27duHRx99FB06dEC7du2czqvL1AMiooaa9vjfcDmvzN9hOGnZLAIfLH3d32GQh3z88ccAatZTPf3001i2bBlmzZoFk8kEpVJpP04QBHt1QkfsH4mCW0GpCTPeOY3iCoukfda9iRjVJ9pPUZGc+TzRE0URc+fORWlpKRYsWODUKfXp0wedOnVCRkaGy0RPEAQUFpbDtysLPUMQgOjo8ICMP5BjBwI7/kCOHQjs+AUBNUleh8dufrCPnTv+DgoKyt3+PpDvO3At/samadOmGDdunL0wRHx8PK5cuYKEhAQANXuBpaamujw3EPrHQHlfMk7PC5RY5Rqn2SLi36uynJI8AFj3ax5uaaPxQ1Q3J9f76SjQ4qwtnyZ6FosFs2fPRmRkJBYuXGhP8nJzcxEeHo7Q0FAcO3YMZ86cQdeuXd1eRxQh6xfhZgI5/kCOHQjs+AM5diDw45ej2txP3vfAcPbsWSQlJcFgMGD9+vX2in8jRozAihUr0Lt3b5w+fRqZmZkYNGiQ2+sEyuvNOD0rUOIEAidWucX52eYCZF4xuvxdxhUjLuUb0TJG6+Ooak9u99OdQImztnya6K1fvx7r1q1DYmIitm3bBgBISUnB7373O7zwwgtQKpXQ6/V47bXXPL6ZNBERkVzNnDkTFRUVUCqVGDFiBB5++GEAwOOPP445c+Zg2LBh0Ol0WLBggVNJfCIKblsOl2HLkRsvIdh6pBwPpso30SP/8GmiN378eIwfP97l77Zs2eLLUIiIiGQjLS3NZXtYWBjefPNNH0dDRHKReaUan21x3kRdrRRgtl4beko/Xo7fD2wKjdqvdRZJZvhuICIiIiKSmVKDBYvX5cBilbb3aheK+wdLi69UGm3Ye8bgw+goEDDRIyIiIiKSEYtVxDvf5aK4QprlxTdR4y9jmmFAFz20amlBw603md5JjQ8TPSIiIiIiGfnil0KcyqqWtOnUAp4aH49QrRJhOiUGdYuS/P5UVjWyCk2+DJNkjokeEREREZFM7Dhejo0HSp3ap41phoToa9so3NEvxukYjurR9ZjoERERERHJwPlcIz7+ybn4yrh+UejbQS9p69wqFAnRaknbjuPlMFlsXo2RAgcTPSIiIiIiPyuvsmLxuhxJNU0A6NY6BPfe3tTpeEEQkNo9QtJWUW3D/gwWZaEaTPSIiIiIiPzIahPx7ve5KCizSNpjI1V47M44KBSCy/MGdA6HWulQlOUwp29SDSZ6RERERER+9FV6EY5frJK0aVQ1xVf0IUq35+lDlOjbIUzSduJyNa4UsygLMdEjIiIiIvKb3acqsH5fiVP7n0fFolWs9qbnD3WYvgkA246UeyQ2CmxM9IiIiIiI/OBSvhEf/Jjn1D6mdyT6dwqv1TWSE3Ro3kRalGX7sTJYHNb6UePDRI+IiIiIyMcM1VYsSsuBySJNyDon6vCHQdG1vo4gCBjaTTqqV15lw2+ZLMrS2DHRIyIiIiLyIZso4j8b8pBXKi2+0jRchSfuiofSTfEVdwZ2DYfKYSnfFhZlafSY6BERERER+dDqX4tx6FylpE2tFDBjXBwiQt0XX3EnPESJ3u2l++wdu1iFvBJzg+KkwMZEj4iIiIjIR/ZnGLB2d7FT+59GxCApXlfv66Z2c17Tt+0oR/UaMyZ6REREREQ+kF1kwns/5Dq1D+8RgUFdnatn1kWnxBDERUmLsvxytJxFWRoxJnpERERERF5WZbRhUVoOqk3SxKtDCx0eGBrT4OsrBAFDUqSjeqWVVhw8y6IsjRUTPSIiIiIiL7KJIt7/IQ9XiqRr5qLClHhybBxUyroVX3FnUNdwKB0+3W89wumbjRUTPSIiIiIiL/puTwn2O2x3oFQAT46LR5Re5bHHiQxT4ZZ2YZK2I+erkF/KoiyNERM9IiIiIiIvOXTOgG92FDm1T0mNQYcW9S++4o7jnnoiatbqUePDRI+IiIiIyAtyS8xYtj4PjuVQBncNR2r3hhVfcadr6xDEREhHCX85WgarjUVZGhsmekREREREHmY027A4LQeVRpukPSlOi4eGx0AQPLMuz5FCEJxG9YoNVqd9+yj4MdEjIiIiIvIgURTx4cZ8XCowSdrDQxR4cnw8NCrvfgQf1DUcCoc8kkVZGh8mekREREREHvTD/lLsPlUhaVMIwJNj4xEd7rniK+400avQK0lalOXQuUoUllu8/tgkH0z0iIiIiIg85PjFSnyxvdCpfdKQaHRKDPFZHEO7SffUE8WatXrUeDDRIyIiIiLygIIyM975LheiQ92T2zvpMapXpE9j6dYmFE0dRg+3HS2HjUVZGg0mekREREREDWT6/8VXKqqlxVdaxWowdWSs14qvuKNQCBiaIh3VKyq34Mh5FmVpLJjoERERERE1gCiK+GRTAc7nSYuvhOkUeGp8PLRq/3zkHpwSAcf8cusR7qnXWDDRIyIiIiJqgE2HypB+XJpACQLwxF1xiI1U+ykqoGm4Cj3ahkraDpw1oLiCRVkaAyZ6RERERET1dOpyFVZsLXBqv29AU6S0DnVxhm+lOuypZxOB7cc4qtcYMNEjIiIiIqqHonIL3vkuF1bpsjz07RCGu/pG+ScoB93bhqJJmFLStvVIGWyOFWMo6DDRIyIiIiKqI7NFxJLvclBaaZW0J0SrMW10M58XX3FHqRAwOEU6qldQZsGxC1V+ioh8hYkeEREREVEdLd9SgMwrRklbqLam+IpOI6+P2EO6hcMx7dx6hHvqBTt5vQuJiIiIiGRu65EybHGRKP3ljmaIb6LxQ0Q3FhOhRrc20s3af8s0oNTAoizBjIkeEREREVEtZV6pxqeb853aJ/Zvgl5JYX6IqHaGOhRlsdpYlCXYMdEjIiIiIqqFUoMFi9flwCJdlode7UIx/rYm/gmqlnomhSEylEVZGhMmekREREREN2Gxinjnu1wUV0izvPgmavxlTDMoZFJ8xR2VUsDglHBJW16pBScvsShLsGKiR0RERER0E1/8UohTWdWSNp1awFPj4xGqVbo5S16GOFTfBIAtRzh9M1gx0SMiIiIiuoEdx8ux8UCpU/u0Mc2QEC2/4ivuNItSo2sraVGWfWcqUOawRQQFByZ6RERERERunM814uOfnIuvjOsXhb4d9H6IqGFSuzsXZdlxnKN6wYiJHhERERGRC+VVVixelwOzVVqwpFvrENx7e1M/RdUwt7QLQ3iINAXYcqQMIouyBB0mekREREREDqw2EUu/z0VBmXSvudhIFR67Mw4KhbyLr7ijUgoY1FU6qpdTbMapy9VuzqBAxUSPiIiIiMjB1+lFOHZRWpFSo6opvqIPCYziK+4M6Rbu1LbVxQbwFNiY6BERERERXWf3qQp8v6/Eqf3Po2LRKlbrh4g8q3kTDTq31Ena9p4xoKKKRVmCCRM9IiIiIqL/73xOFT74Mc+pffQtkejfyXkkLFANdSjKYraK2HGCRVmCic8TvWXLluGOO+7AsGHDMHnyZJw/fx6iKGLhwoUYPHgwRo4ciRUrVvg6LCIiIr975ZVXkJycjPz8fJhMJsyePRuDBg3CmDFjsHHjRn+HRxT0DNVW/OuzczCapYVJOrfU4f7B0X6Kyjt6tw+DXidNBbayKEtQUfn6AfV6PdauXQuNRoO33noLr776KiZOnIidO3di48aNKC0txd13341bb70V7du393V4REREfrF9+3bk518r4b58+XKUlJRg69atyMjIwOTJk9GvXz9ERUX5MUqi4GUTRSxbn4crRSZJe9NwFZ4YGw9lgBZfcUejUmBAl3D8+Nu1/QGzCs04k12NjgkhNziTAoXPR/SmTJkCjaZmY8mePXuiuLgYaWlpuP/++6HT6RAXF4dhw4Zh06ZNvg6NiIjIL4qKivDGG29gzpw59ra0tDRMmTIFSqUSycnJSElJQXp6uh+jJApuq38txqFzlZI2tVLAjHFxiAgN7OIr7gztFuHUtvVI45q+aTLb8M2OIry68jwOnjX4OxyP8vmI3vVWrVqFCRMmYNWqVWjZsqW9vUWLFsjLc54bfZUQoF+oXI07EOMP5NiBwI4/kGMHAjt+ucd8o/gC+b4DgRt3fT3//POYNWsWmja9ti9XVlZWnfpGQP73LVDel4zT8+Qea+aVaqzdXezU/qcRMWjXXOfiDP/y1P1sGaNBcoIOp7Kuba2w+3QFHkyNRpiu4cmt3F93q03Em2tzcPz/V1fdfhh4cVIC2reQ32sO1P0++i3Rmz9/PkJCQjBp0iQsX74cSuW1N5MgCBBu8EyiowN7Iay/45/2+N9wOU9+JXRbNovAB0tf9+pj+PveN0Qgxw4Efvxyo1YrERNz83vK+y5/K1asQFxcHIYMGSJpN5lMTn2jQnHjiTiB8nozTs8KlDgB+cb60c9FTm1jb4vBxKEJfoim9jxxP8fd3gynvrpo/9lsEXHoohnjb/fcNHG5vu4ffJ9lT/IAQASQfrISt3WP9V9QHuTzRE8URcydOxelpaVYsGABBEFAfHw8srOz7cdkZ2ejQ4cObq9RWFiOQFwnKgg1b3R/x38uqxjqLtP9F4Ab546/g4IC70wXkMu9r49Ajh0I7Pjl+g0kAJjN1hv+vQTyfQeuxd8YrFy5EgBw991329umTp0Kq9WKK1euICGh5oNmdnY2UlNTb3gtub/egfK+ZJyeJ+dYy6usSD8qHc1rG6fFvbdFeO1zSUN58n52bq5EqFaBSqPN3vbdznz076C94cCLr+P0tF9PlOPb9Hyn9p3HS5GTWwaVUn4fAuraN/o00bNYLJg9ezYiIyOxcOFC+5tnxIgRWLVqFe68804UFxfjl19+wYwZM9xeRxQhuzdLXQR6/N7k7fsSyPc+kGMHAj9+OarN/eR9l7/vvvtO8nNycjL++9//4pNPPsGKFSvQu3dvnD59GpmZmRg0aNANrxUorzfj9KxAiROQZ6zpx8phcdg+7o7ekVAqBNnF6sgT91OtUmBA53D8dPBaUZZLBSZkXjF6bNqq3F73i/lGfLTROckDgEqjDScuVSGldaiPo/I8nyZ669evx7p165CYmIht27YBAFJSUvD6668jMzMTY8aMgUKhwD/+8Q/ExcX5MjQiIiJZefzxxzFnzhwMGzYMOp0OCxYsgE4nz3UjRIFKFEVsPSJdzhIRqkTvDmF+isg/hnaTJnoAsOVwmSzXJzZURZUVi9JyYLK4zzz3ZRiY6NXV+PHjMX78eJe/mzNnjqTaGBERUWN06tQp+/+/+eabfoyEKPidzq5GdpFZ0jbilqbQqBSyGoHytsRYLdo31yLjitHetutUBR4YGoMQrc+L9HuNzSZi2fpc5JdabnjcbxkGPDQsBgo5r+GoheB55YiIiIiI6sBxNA8ARvcNro3Ra8txqwWTRcTOk/Jco1hf3/xahCMXqiRtaqWAgV2l695KDFZkXpf0BiomekRERETU6BiqrdhzSrpvWnKCDq2aBd90xdq4NVmPEI00NdjiIhEOVHvPVGDdnhKn9odHxmJi/yZO7fszAn9PPSZ6RERERNTo7DhRAbNVOj8ztbvzBuKNhVatwO2d9ZK2C3kmnMsN/JGtrEITPvjBeR/SUb0iMaBLOGIj1UhqHiL53b4zFRADfP4uEz0iIiIialREUcQ2h9GqUK0CfRtZERZHjtM3AWDr4cAe1as0WvH22hxUm6VJW3KCDvcPvjZNd0DXSMnv80otuFxg8kmM3sJEj4iIiIgalcwrRlxy+BA/sEs4NOrG/dG4dTMtkuK0kradJ8tRbbK5OUPebKKI9zbkIbdEWnCniV6J6WPjJHvl3e6Q6AGBP32zcb+biYiIiKjRcbX2bGi32m9EHcyGOkxfrTaL2HWqwk/RNEzarmIcOFspaVMpgRnj4hEZJt18oHWcDnFRaknbPiZ6RERERESBodJoxW6HxKV9cy1axmjdnNG43Jash04t3VYgEKdvHjhrwOqdxU7tDw2Ldbk/oCAI6OMwdfdivgn5pWanYwMFEz0iIiIiajR2nqxw2iy7MRdhcaTTKNC/k3R082yuERfyAqcoS06xCe9tyINjKZXUbhEu1yFe1ae98xrNQB7VY6JHRERERI2CKIrYcti5CEvsj5b6AAAgAElEQVS/jno3ZzROQ1xMY3W156AcVZtsWJSWg0qjdF1hu+ZaPJgac8Nzk5prERWmlLQF8jo9JnpERERE1CicyzXiYr60CEv/TnpoG3kRFkdt47Ro3Uwjafv1RAWMZnkXZRFFER/8mIesQul0y8hQJZ4cGw+1SnBzZg2FIKC3w6jemaxqlBosHo/VF/iuJiIiIqJGwdWoFKdtOhMEAakOUxyrTDbsOS3voizf7y3B3jPSETilApg+Ng5Nw1VuzpJyTPREAL9lVro+WOaY6BERERFR0Ksy2bDrpDRRSYrXolUsi7C40r9TODQOI2CO017l5OiFSny1o8ipffKQGCS3DHFxhmudWoYgTCtNkfZnyDvBdYeJHhEREREFvV0nK5w2zb5RYY7GLkSrwG3J0rWLGVeMuFwgv6Is+aVmvPt9LkSH6isDuugxomfdXmOVUkDPpFBJ27GLVag0Whsaps8x0SMiIiKioOc4bVOnFpwSGZJyNa1165FyP0TintFcU3zFUC1dP9immQZTh8dCEG68Ls+VPh2k7wurDTh4NvCmbzLRIyIiIqKgdj7PiHO50pGo/p3CodPwo/CNJMVrkRgjLcqSfrwcJpkUZRFFEf/9Kd+pwI5ep8CM8fHQ1LPITkrrEKdpq4FYfZPvbiIiIiIKaq6KsAxlEZabEgTBaXprpdHmVPDEXzYeKMWvDusuBaGm+EpMhLre19WqFejWRjp989C5StkkuLXFRI+IiIiIgpbRbMOvJ6TTDds006BtHIuw1MbtnfVQK6WjW3LYU+/kpSqs3Fbo1P6HQdHo0irUxRl147h5uski4ujFqgZf15eY6BERERFR0Np9qgLVJhZhqa8wnRL9kqVJz6msamQVmtyc4X2F5RYs+S4HNofiK7cm63FH70iPPEbPpFAoHTKlQJu+yUSPiIiIiILWFofRJ41KQP9O4X6KJjA57qkH+G9Uz2SxYUlaDsqrpNMoE2M0eGRU/YqvuBKmU6JzonRbht8yDbA6ZpcyxkSPiIiIiILSpXwjMq84FmHRI0TLj8B10aGFDi2aSte87TheDpPFt2vWRFHEZ5sLcNahsE6otqb4iraexVfccZy+aai24dTlwJm+yXc5EREREQUlV1sBcNpm3QmC4FS8pqLa5vOpjFuOlGHbUelrKgB47M5miIuqf/EVd25pFwbH8cF9ATR9k4keEREREQUdk9mGHQ5FWBJjNEiKZxGW+hjQOdyvRVnOZFfjs80FTu33DmiKHm3DXJzRcFF6Fdo1l75f9mcYYHPcmV2mmOgRERERUdDZe8aASqN0amFq9wiPreFqbMJDlOjTQZpQnbhUjSvF3i/KUlJhwZJ1ObA6zBTt3S4MY/tFefWxHTdPL66w4lyO0c3R8sJEj4iIiIiCjusiLHo3R1NtuCrKss3F9FhPslhFLPkuFyUGq6S9eVM1/m9MMyi8nLj3bu88Whgo1TeZ6BERERFRUMkqNOF0VrWkrV9HPcJ0Sj9FFBySW+oQ30S6Fm77sTJYrN6byvj51gKcyZa+ljqNgKfGx/ukqE5clBqJMRpJ274MA8QAmL7JRI+IiIiIgoqrtWOp3VmEpaEEQXAqZlNeZcNvmd4Z4dp+rAw/H3J+Lf8yJg4tmmpcnOEdjqN6OcVmZBeZffb49cVEj4iIiIiChsliQ/px6XTChGg12jdnERZPGNgl3Gkj8S2HPV+U5WxONT752bn4yvhbm7icTulNjmsTgcCYvslEj4iIiIiCxr4zBhiqpVU7hnZjERZPiQhVOhUoOXaxCnklnhvhKqu0YvG6XJgdpoR2bxOKif2beOxxaisxRoPYSJWkLRC2WWCiR0RERERBY5vDtE21UsCAzuF+iiY4De3mfD+3HfXMqJ7VJuLd73JQVG6RtDeLVOGxO5tBofB9wi4IgtMo4vlcIwrK5D19k4keEREREQWFK8UmnLgsLdzRt0MY9CEswuJJnRND0MxhhOuXo+UeKcry5fZCp9dQo6opvuLPYjp9ArD6JhM9IiIiIgoKrkr9D2URFo9TCAKGOBRlKa204uDZhiU+O0+W44f9pU7t00Y3Q2Ksf9dYtm+hQ2SoNNFkokdERERE5GVmi4jtx6TTB5s3USM5QeeniILboK7ORVlcVTutrYv5Rny0Md+p/Y7ekbg12f/7HyoEAbe0k47qncqqRlml1c0Z/sdEj4iIiIgC3m+ZBpRXsQiLr0SFqZwSnyPnq5BfWvd1axVVVixKy4HJIp362aVVCH4/KLpBcXpSb4fqm6IIHPDS1hKewESPiIiIiAKe42iSSgkM7MoiLN7kOH1TRM1avbqw2UQsW5+L/FJp8ZWYCBWeuCsOSj8UX3GnS2IIQh02aZdz9U0mekREREQU0HJLzDh2sUrS1ru9HuEswuJVKa1DEBPhWJSlDFZb7YuyfPNrEY5ckL52aqWAGePiZff6qZQCerQNlbQdu1iJKqPNzRn+xUSPiIiIiAKa45YKAJDqYgsA8iyFIGCow6hescGKw+cqa3X+3jMVWLenxKl96shYtImT5wb3jtU3LVbg0PnaPV9fY6JHRERERAHLYhWx/Zh0umBclBqdEkP8FFHjMqhrOBxnV26pRVGWrEITPvghz6l9ZM9IDOwi3yS9e9tQqJXSJyzX6ptM9IiIiIgoYB04a0CpQ+XDISnhULAIi0800avQM0k6nfHQuUqnDc+vV2msKb5SbZZO8UxO0GHSEPkUX3FFq1YgpY30S4RDZw0wWeQ3fZOJHhEREREFrK2HpaNHSkXNKBP5juP0TVGsWavnik0U8d4PecgpllbnbBKmxBNj46BSyj9Bd5y+WW0WcdxhjagcMNEjIiIiooCUX2rGUYdCHre0C0NkmMrNGeQN3duEoqleWjhl69Fy2FwUZUnbVYwDmdI1bUoF8OS4eEQFyOvWKynMabqqHKdvMtEjIiIiooC07Wg5HFMJx9El8j6FQnDaaqGo3ILDDkVKDp41YPXOYqfzHxoWi/YtAmdje32IEp1aSqdv/pZpqFO1UV9gokdEREREAcdqE7HdYXpgTIQKXVuzCIs/DE6JgOOyyK1HrhXJySk24T8b8lwk5uFI7R54yXkfh83Ty6tsOJNV7adoXGOiR0REREQB59C5ShQbpEVYhnaLYBEWP4kOV6F7G2lRlgOZBhSWmVFtsmFRWg4qHfabaxevxZTUWF+G6TG3tAtzapPb5ul+S/SsVisOHz7sr4cnIiIiogC2xaEIi0IABrMIi185jszZRGDjvkK8/2MesgqlxVciQpV4clw81KrATMybhquQFC/d629/hgGiKJ/pmz5f8Wg0GvHss89i165dqKiowJEjRwAAu3fvxrRp0xAXFwcAiI+Px2effebr8IiIiPziySefREZGBgwGA4YNG4YXXngBNpsNL730EtLT0xEWFoann34ao0aN8neoRH5X6GL9V6+kMETpA6OYR7Dq0TYUTcKUkpHWzzfnwmKVJj9KBTB9bByahgf269W7fRjO5hjtPxeWW3A+z4S2Mtns3ed3VxAEjB8/Hk888QTuueceye969OjB5I6IiBql5557Ds2bN4fBYMC4ceOwc+dOnDlzBiUlJdi6dSsyMjIwefJk9OvXD1FRUf4Ol8ivfjlaBseBk6HdOZrnb0qFgEEpEUjbfa3gimOSBwCThsQ4FTMJRH06hOGr9CJJ2/6MCtkkej6fuqnRaJCamgqdLnAq6xAREXlb8+bNAQD5+fkQBAFJSUlIS0vDlClToFQqkZycjJSUFKSnp/s5UpIDmyji1xPl+HB9Fk5elt/+Xd5ks4nYdrRc0hYdrkK31qFuziBfGpISjhtNxhzQWY+RPQOv+IorzZtokBCtlrTJaZsF2RRjEQQBp0+fxvDhw/Hggw9i165d/g6JiIjIZ9asWYNBgwZhwoQJePTRR5GQkICsrCy0bNnSfkyLFi2Ql5fnxyhJLtbvLcGy9Xn4Zns+XvkyG7tOlt/8pCBx5HwlisotkrYhKeFQOG5sRn4RG6lGipvKp62baTB1RCyEICqY09th8/SsQjOuFJn8FI2UbCbG9uvXD7t37wYAbNy4EU888QQ2b96MyMhIp2MD9b1xNe5Ajd8XvHVvAvneB3LsQGDHL/eYbxRfIN93IHDjbogJEyZgwoQJuHTpEh599FHo9XqYTCYoldc2IRYEAQqF++9o5X7fAuV9Kfc4q4w2pO25NjVOBPDhxny0iNagdTN5TBlz5Ml7uuWItAiLIABDujmX9q8Pub/2V8k9ztQeETjisJG9XqfAzLvjodXIZpzJriH3s28HPdJ2l0ja9mcYMO5WjQcik6prfLJJ9K43atQovPrqq7h06ZLLRC86OrDnYPs7frVaefOD/ECtViImxrv3xt/3vr6mPf43XM4ru/mBPtayWQQ+WPp6rY4N1HsvV7X9e+F9DzyJiYkYPXo09u3bh/j4eFy5cgUJCQkAgOzsbKSmpro9N1Beb8bZMKvT81Btkq57MllEvPNdHhZP74jwUFl+vAPQ8HtaWGbGwXPSIix9kyPQsW2TBl3XkVxfe0dyjXNkEz2++bUEWQU1hUoUAvDcA23RKUme8V5Vn/sZHa1Hs6hc5JVcqyp66Hw1pt7l/+cqm38JLl26hLi4OGg0Gvzyyy+orq5G27ZtXR5bWFjutAA3EAhCzRvI3/GbzVaob36Yz5nNVhQUeGfqiVzufX0IAmqSvA6P+TsUJ+eOv3PT1yzQ771c3ezvJZDvO3At/sbi8uXLEEURiYmJKCsrw7Zt2/CnP/0JOp0OK1asQO/evXH69GlkZmZi0KBBbq8j99c7UN6Xco7TZhOxOt319N2cYhPmfpaJZ+5pLrtpjJ66p2t3FcMm3YoNAzqFeuzzg5xf++sFQpwzxjbD1zuKYBEVGN1Lj8QoeO1zXkM19H72SgrFj7+V2n8+dbkSp88Ve7yqaF37Rr8keiNHjoTVaoXZbMbIkSPRqlUrjB07Fm+99RY0Gg1iYmKwdOlShIU5b0QIAKII2b6payPQ4/cmb98X3nvPq+395L33vNrcT973wFBZWYlZs2ahqqoKGo0GEydOxLhx4zBs2DDMmTMHw4YNg06nw4IFC25YzCxQXm/GWX/7MgzIL7W4/f2R81X4ekcR7hsY7cOoaq8h99QmitjqMG2zSZgS3duEevx1kuNr74qc42zeVIMZ4+MRExOOggL5JqTXq+/97N0+TJLoAcC+MwaM7OU8M9GX/JLo/fTTTy7bHbdbICIiagw6duyI77//3qk9LCwMb775ph8iIrly/DApCM4fTNftKUGbOC36dtD7MDLvO3ahCgVl0iR3cEoElDIbvaTGp2MLHcJDFCivujbcvD/D/4me/FZDEhEREZGTsznVOJ1VLWkblBKFUS4+TH7wQx6yCuVR+c9THEfzBABDujWeKd4kXwqFgFvaSWcinrxchfIqq5szfIOJHhEREVEAcBzNA4AJA2MxaUg0khOkU3qrzSLeXpuDSqN/P2h6SqnBgt8ypfuTdWsTgpgIOVYdoMaoj8M2CzYROHjWv3vqMdEjIiIikrmicgv2nK6QtLVvrkXnVmFQKQVMHxuHJnppVe3cEjPe25AHWyAsjrqJ7cfKYXUowjK0W3Bsuk3BoUurUOg00mnE+/y8eToTPSIiIiKZ+/lgqVOiM6Z3lP3/I8NUmDEuHiqHHZQOnK1E2q5iBDJXRVgiw5TomeS6aB+RP6hVAnq0lb4nj56vQrXJ5uYM77thonf+/HnJz48++qjk53PnzuG5557DG2+84fHAiIiI5Ir9I/mS0WzDlsPSRCc6XIU+HaQfKts11+GhYbFO56/eWYwDfp5C1hAnLlUhz6HS6OCu4VApWYSF5KW3w/RNs1XE4fOVbo72vhsmeg8++KDk50OHDgGo6cCeeeYZTJgwAQqFAhMnTvRehERERDLD/pF8acfxchiM0lGBkb0iXVabHNotAqkOUxpFAO9tyENOcWAWZ9l6xHnvtSEpnLZJ8tOjbajTqPp+P07frNf2CitWrEBsbCw2btyIuLg4T8dEREQUkNg/kqfZRNGpCItWLWBIivtqkw+mxuBigRGZV4z2tkqjDYvScvDSpJbQaQJn5U5ZpRX7zkjXJqa0DkGzKBZhIfkJ0SjQtVUoDp27Nop38GwlLFbRLyPQdfpLt1qtyMzMxP333497770X5eXlyMjIwMWLFyEGwUJfIiKi+mD/SN5y5FwlrhSbJW2Du0YgTKd0c0bNWqEZ4+IRGSo9JqvQjA9+zAuo9+SO4yzCQoHFsfpmlcmG4xer/BJLnUb0DAYDnnnmGad/IHJyctClSxd8/PHHHg2OiIgoELB/JG/5wXGDdMDlvnmOmuhVmD4uDq99lS1JlPaeMeD7vSUY26+JhyP1PFEUscWhCEt4iMJpvzIiOenVLgzCz/m4vjvYn2FA97ahPo+lToleeHg4Vq9e7dReVlaG/v37eywoIiKiQML+kbzhUr4RxxxGAnq2C0Vck9pNW0xOCMEDQ2Pw6eYCSftXO4rQJk6LlNa+/+BZF6cuVyPHxWgmi7CQnEWEKpGcoMPJy9X2tt8yDfjj8BgoXKyr9aY6Td0UhJrgPvzwQ6xZswZWa80mnBqNBjab/0qHEhER+RP7R/IGVxukj7klysWR7g3vEYGBXaTr+UQRePf7XOSXmt2cJQ+OWyoAwJBu7tcmEsmFY/XN0korzlypdnO099ww0evVq5fk56tTUjp16oSvv/4aI0aMwFdffQWFQoGffvrJe1ESERHJCPtH8raySgt2npQWIWkVq0Gnlro6XUcQBPxpeAzaNNNI2g3VNcVZjGZ5fhFRXmXF3jPSaoWdE3WIb6JxcwaRfDgmeoB/qm/eMNFbsmQJ5s6da//55ZdfxvLly1FSUoLly5fjjTfewOrVq/Hvf/8bLVu29HqwREREcsD+kbxt06EymK3SNZ9jekfZR4/rQqNWYMb4eISHSD/2Xcw34b8/5cuyOMuOE+VOz99x2wgiuYqJUKNNnFbStj/D4PO/tZtO3dy0aZP9/9u2bYtvv/0Wt99+OwDglltuweeff46//e1v3ouQiIhIhtg/kreYLDZsOiSdthgZpsRtyfp6XzMmQo0n7oqDY57468kKbDzgPEXUn0RRxDaHaZt6nQK929f/+RP5mmP1zfxSCy7m+3YvS7fFWIYMGQJBEJCfn4+hQ4fa2y0WCyZOnAhRFO3fKl39/61bt3o7XiIiIr9i/0jetutkBcoqrZK2ET0iG1yEpEurUNw/KBorfymUtK/cVojWsVp0Sgxp0PU95Ux2NbIKpesHB3YNh1rFIiwUOHq3D8PXO4okbfszDGjdTOvmDM9zm+ht3rwZoihi+PDhWLBgAdLT05Geng6j0Yh77rkHEydORGTkzcv7EhERBRP2j+RNoosN0tVKAcN6eGba4pjekTiXa8SuU9fW/9lEYMl3OfjXg4mIDq9TQXavcNxSAeDeeRR4EqI1aN5ELdkHc3+GARNvb+qzGNxO3VQqlVCpav7Y+/Xrh6effhrffvstXnnlFRw4cAB33303Tpw4AaVSaf+PiIgo2LF/JG86fqkKlwqk07sGdNEjPMQz7yNBEPDnUbFIjJEWNSmvsmFJWg5MFv8WZzFUW7HnlLRoRXKCDi2asggLBR7HoiyXCkzILfZdtdubrtHbtm2b5Ger1Yp3330XW7ZsQUpKCgBg6dKl3omOiIhIptg/kjf8sN95vdzoOm6pcDPa/1+cJVQr/Rh4NteITzcV+LU4y68nKpyKsHA0jwJVnw7O1Tf3ZVS4ONI76rSP3vvvv4/p06fj0qVL9m8zAXZkRETUuLF/JE+4UmTCoXOVkrZurUOQEO350ay4KDUevzMOjqvefjlWji2HnadO+oIoik5754VqFejr4sMyUSBoG6dFU710NN6X2yzcMNFbt24ddu/eDZvNhvnz52PDhg34+uuvkZiYiB49etiPk2NZXiIiIm9h/0je8KOL6peje3t2NO963duG4t4BzuuFPttSgDPZvt/c+WyO0Wna6sAu4dCo6zQuQSQbgiDgFofpmxlXjCiusPjk8W+44ra8vByff/45Tp8+DY1Gg7S0NMTGxgKoqS52VX32dCEiIgpUcuwfp715An8aFo2OCfKonEh1U1FlRfqxcklbQrQa3Vp79/Uc1y8K53KNklEGqw1Ysi4H/3qgJaL0vivO4mokcWi3cJ89PpE39Gkfhp8PSt/bv2UaMLyH94t23fArksmTJ2PlypX45ptvMGLECNx7771Yv36914MiIiKSMzn2j5fzjXjnu1yYLRxFDERbj5TB5PDajepVvw3S60IQBPzf6GZo3lQtaS8xWLHku1xYrL55P1UZbZJKoADQvrkWLWN8V4qeyBuSW4YgTCdNuXw1fbNWY+Ft2rTB3LlzsWzZMqxYsQK5ubnejouIiEj25NY/lhisOHy+8uYHkqxYrCJ+OiidtqnXKTCgs282CA/RKjBzfDx0GmlSeSa7Giu2Fvgkhp0ny50S3dTuLMJCgU+pEHBLO+n0zROXqmCotro5w3Pcjse/8MILLr9Fatu2LZYsWQJRFDFnzhyIogibzb+leImIiHxF7v3j7lMVTiW9Sd72nqlAcYX0Q9+wHhE+XZvWvKkGfxkTh0VpOZL2TYfKkBSvxaCu3k26HPfOC9Uq0K+jbxJdIm/r3T4M26+bmm21AQfPVmJAF+9OTXab6HXu3PmmJ3fq1AmiKHKNHhERNRpy7x9/yzTAaLZBywIWAUEURfzosKWCUgGM8MH6HUe924fh7lubYO3uYkn7Jz8XICFag6R4nVce91yuERfypEVY+nfS8z1MQSOlVQi0agFG87VR630ZBv8leg888IDkZ1EU8d577+Hw4cNYunQpXnnlFfsxr732mleDJCIikgu5948mi4gDmQbc1olFLALBmexqnM01StpuS9b7tAjK9e65vQnO5xkl2zyYrSIWr8vFvx5IQESo5+Pa6qIIC6dtUjDRqBXo3iYUe89cW5t35Hyl17+Uu+GVL168CJPJhKKiIkydOhVbt27FzJkzAbDSJhERNV5y7x8di1qQfP34m2+3VLgZhSDg0TuaIS5KWpylqNyCd7/LhdXm2eIs1SYbdp6UVhtNiteiVSyLsFBwcZxSb7KIOOLlNdU3TPRee+019O3bF2PGjEF1dTX++9//omPHjgC4NxARETVecu8fD5+v9MlCf2qY/FIz9jlU3+vUUoc2zfyb5ITplHhqfBy0aumXFicuV+PL7YUefaxdpypQbZb+zQztxtE8Cj49k0KhdMi8vF1984aJ3tKlS7Fz507MnTsXMTExGDlyJD755BOIooiUlBSvBkZERCRXcu8fLVbfle+m+tt4oBSO3wuMvsV/o3nXaxmjxSOjmjm1/7C/FL+eKHdxRv04TtvUqQXclswiLBR8QrVKdG0l3RfzwNlKr25hctOJ1qGhoRg9ejRGjx6NU6dO4aWXXsL27dvx5Zdf2o+xWvmtIRERNS5y6x9DtApUGa9V+dx1qgKDUzgyIldVRhu2HZUmOc0iVeiVFOqniJzdmqzHuVwj1u8rkbR//FM+WsZoGjy98kKe0Wl9Yv/O4dBpWISFglPv9nocPl9l/7nSaMPJy1VIae2dv/s6/SUlJyfj888/x0svvQSgZnrKF198AaVSiT179nglQCIiIrmTQ/94exdplcZjF6tQVmnxyWNT3W07VoZqk8MG6bdEQaHw/xrP6903sKnTKITJImJRWg4qqhr2RcbWI85FWDhtk4LZLe1C4fgX7jh925Pq/JWJQqGAyWTChx9+iNGjR+N///sf3nnnHfTr188b8REREQUEf/ePQ3o0kfwsisCe05y+KUc2m4ifDkiLsIRqFRjcVX6VUpUKAY/fFYeYCOkksPxSC5auz4WtnsVZjGYbfj0hLRrUppkGbeNYhIWCV2SYCh0SpNuU/JZhgM1La7vdTt2cMWMGVCoVNBoNQkJCYLVace7cOWRkZMBms2Hs2LH45z//if79+8uiwhgREZEvyLV/7NU+HHqdAhXV0umbI3r6fj82urH9mQbkl0pHW4ekyHfKYniIEjPGx2PuyiyYr1tPdPRCFb75tQj3DYyu8zX3nK5AlckmaRvKLRWoEejdPgyns6rtP5cYrMi8YkSHFp7fp9Jtojdq1CiIogiz2Yzq6moYDAaEhYUhIiICJ06cwI8//ghBENCiRQu0adPG44ERERHJkVz7R5VSQN+Oemy5rrjF6axqFJZbEB3unz3ZyDXHLRUUAjCyl7wT8jbNtHh4ZCze+yFP0r5uTwnaxGnRt0PdCqhscSjColEJ6J8svxFNIk/r0z4MK7dJq9fuzzD4NtEbO3as25MOHjyIQ4cO4cKFC5gwYQImTZqEv/71r1Cp2JEQEVFwk3P/2L+T3ukD9O5TFbizjzwqORJwNqda8m0+APTpEIaYCLWbM+RjQJdwnMs1YqPDtNMPfshDi6YaJERranWdywVGZFxxKMLSSY8QrTxHNIk8KTZSjVaxGlzMN9nb9mcY8IdBTT0+C6TOf1Fr167FY489hpiYGLz44ov49ttvsWPHDnz//fceDYyIiCiQyKF/TE7QISpMKWnj5unystHFBuljZLKlQm3cPzgayQ5rjKrNIt5em4NKY+2Ks2w94rw9A4uwUGPSx2Hz9NwSMy4XmNwcXX9uv2J84IEHIAgCVCoVdDodwsLCYLFYsGnTJjz//PMYOnQoACApKQnffvstR/OIiKhRkHP/qFAIuDVZL5kaeD7XiJxiE+Kb1G60hbynqNyC3aeliXe75lq098KULW9RKQVMHxuHF1dcRnHFtcQut8SM9zbk4am746G4waiEyWxD+nFpopcYo0FSPIuwUOPRu30Yvt1ZLGnbn2FAYgO3LHHktvd56qmnYLVaYbFYYDQaUVFRgeLiYsTExGDt2rVYsGABBg0ahEceeQTdu0+PejsAACAASURBVHf3aFBERERyJff+8TaHRA+oGdWbcFtTn8dCUpsOlcIqrT8SUKN5V0WGqTBjXDz+vSoLlusG8Q6crUTarmJM6O/+vbbnjAGVRulNSO0ewcJ+1Ki0jNEgLkqN3BKzvW1fhuGGfzv14TbRu1oOuri4GJs2bcLvfvc7+++ysrKgUqmwevVq/PnPf8aIESPw0ksvQacLnG+kiIiI6kPu/WNSvBaxkSpJVcddJytw961N+GHaj4xmGzY7rJ9sGq5Cnw5hbs6Qt3bNdXhoWCw+/ilf0v7tzmK0jtOiV5Lr57XVVRGWTnUr5EIU6ARBQO/2YVi/r8TedjHfhPxSM2IjPbde1+0avTVr1sBisaC6uhobNmzApEmTkJGRAQCYM2cOSktLERkZialTpyIrKws7d+70WFBERERyJff+URAE3JYs/eCcXeSd9R9UezuOl8NQLR3JGtkzAkqZbZBeF0O7RSDVxdq69zbkIafY+f12Ma8apxwK0fTrqEeYTul0LFGw693e+csQT2+e7jLRM5lM2LJlC8aOHYujR4/io48+gsFgwJNPPol3330X0dHRyM3NRatWrXDp0iV8+umnSE1N9WhgREREchMo/eOtyc4jJCzK4j82UXSaTqtVC0FRgOTB1Bi0ay5dV1RptGFRWo7TPnk/7pWWlAdqpm0SNUbtmmudimft90Wip9FosGjRInzwwQfYvHkzpkyZgvLycnz55ZfIy8vD+vXrkZ2djY4dO+Lw4cMeDYiIiEiuAqV/TIzRoEVT6fSfXacqIIqimzPIm46cq8SVYrOkbVDX8KAYyVKrBMwYF4/IUOlzySo048Mf8+zvOZPFhp9/K5IckxCtRvvmLMJCjZNCEHCLw6jemaxqlBosbs6ox2Pc6JeJiYl49dVX8de//hWDBg2CVqvFyy+/jMWLF6NPnz6IjY1Fu3bt2HEQEVGjIvf+URAE3Oaw7im/1IKzOUY3Z5A3/eAwmicAGN0r8IqwuNNEr8L0cXFQOnyq3HvGgO/31qxB2n/GgLJK6fYLQ7uxCAs1bo7bLIgAfsus9Nj1a1XzuWfPnujZs6f95+HDh9v/f/HixfV6YKvVimPHjrFiJxERBSxv9I+ecluyHt/+Ki3fvetUBdo1Z+E0X7qUb8Sxi1WStp7tQhHXRP4bpNdFckIIHhgag083F0jav9pRhDZxWmw5Ii3ColYKGNA53JchEslOp5YhCNUqJJVo92dUeGxKc503TG8oo9GIWbNmYeDAgXjggQfs7SaTCbNnz8agQYMwZswYbNy40dehERER+c2yZctwxx13YNiwYZg8eTLOnz8PURSxcOFCDB48GCNHjsSKFStqfb34Jhq0iZNOi9t9qgI2G2fh+JLj2jwgMLdUqI3hPSIwsIs0eRNF4J3vcnHikrQIS98OYdCHBP7UVaKGUCkF9EoKlbQdu1iFSqPVzRl14/NETxAEjB8/Hp999pmkffny5SgpKcHWrVuxaNEizJ49GyUlJW6uQkREFFz0ej3Wrl2LzZs3o2/fvnj11VexceNG7Ny5Exs3bsTy5cuxZMkSe4XP2nCsvllisDpVPSTvKau0YOdJaRGcVrEadGoZnKOqgiDgT8Nj0KaZRtLuuG8eAAxlERYiAM7VN6024OBZz0zf9Hmip9FokJqa6rSnUFpaGqZMmQKlUonk5GSkpKQgPT3d1+ERERH5xZQpU6DR1HxA7tmzJ4qLi5GWlob7778fOp0OcXFxGDZsGDZt2lTra/br6Fy+m9U3fWfToTKYrdIR1DG9o4J6XZpGrcCM8fEID3H/EbN5EzWSE4Iz2SWqq25tQqFRSf9N8FT1TZ8neu5kZWWhZcuW9p9btGiBvLw8P0ZERETkH6tWrcKECRMa3DfGRKjR0eED9d7TFbBYOX3T20wWGzYdkq5LiwxTOo2yBqOYCDWeuCsO7vJZFmEhukarVqBbG+n0zcPnK2EyO4+E11WtirH4gslkglJ5ba62IAhQKFznoYH6b8PVuAM1fl/w1r0J5Hsv95hvFh/vvffcKL5Avu9A4MbtCfPnz0dISAgmTZqE5cuXO/WNN/qA7OpXtyXrcfq66ZoV1TYcv1SJHm2dR/u8LVDel56Ic/epCqcqkyN6RkKt8tyTl/P97No6FPcPjsbKbdK981TKmq0l5BgzIO97ej3G6Vn+jrNPhzDJKJ7RLOLYxSqn7RfqGp9sEr34+HhcuXIFCQkJAIDs7Gy3m8xGRwd2lSZ/x69Wy3Pxs1qtREyMd++Nv+99sKnLa8Z771m1uffTHv8bLueV3fAYf2jZLAIfLH3d32HIjiiKmDt3LkpLS7FgwQIIgoD4+HhkZ2fbj8nOzkaHDh3cXsPV39kd/XVYvqUA19dgOXDOiOF94z0af10Eyr8H9Y1TFEX8dChL0qZRCbgvtQUiwzz/0Uuu93PKaD2yi63YdvhazYXUnk3RtpX8i9HI9Z46Ypye5a84h/cNwYc/5sF63SDe0csmjLqtYf9OyybRGzFiBFasWIHevXvj9OnTyMzMxKBBg1weW1hYjkDcuk8Qat5A/o7fbLZCjkWdzWYrCgrKvXJtudz7+pDzt2C1ec14773jZvdeEFCT5HV4zIdR1c654+/U+n3TWFgsFsyePRuRkZFYuHChfdRuxIgRWLVqFe68804UFxfjl19+wYwZM9xex93fWZdWITh64VqJ/x3HSjD5ShQ0at+u4AiUfw8aGuexC5U4nyMtenN7Zz3MVVUoqHJzUj0Ewv18aGgTKAUbDp2tROfWYfhd/wiv9fWeEAj3FGCcniaHODsnSv+d3nmsBLmDo6BUXPswUte+0S+J3siRI2G1WmE2mzFy5Ei0atUKixcvxpw5czBs2DDodDosWLDAqWDLVaIIWb9ZbibQ4/cmb98X3nvPq+395L33vEC+n4EcuzesX78e69atQ2JiIrZt24b/196dxkdV3n8f/85MZrJLCCEBhICggIoCIqAIVpAUqGxaqQulikv9a12IYqX1RfWmaFVEqnWpr78biuJtF9nUKmWHCorIprKDQFhCCJA9M5Oc+wG3sWeykElm5sxJPu9nuTJn8p1JMr/5zbnOdUlSjx49NGPGDO3evVvDhw+X0+nUI488ooyMjFrvp7b/s/7dkkxvIMq8hjbuLVHf86y5XswurwcNzRm4QbokDbskJWyPOZqfT3eMU7de3VqOoVJaWrLy8qL7Df8Povk5/W/kDC0rc/Y5N9H0Ol1UVqltB0p1QWZCHUfVzZJGb/HixTWOP/fccxFOAgCA9UaPHq3Ro0fX+L2pU6dq6tSpjbr/S89N1Fv/PmaaFrR2W5FljV5TdviEt9rS6Bd1jNfZrTy1HAEA0iVdEjV7SZ5pbP2u4kY1elGz6iYAAAiPxDiXLj7H/GZh454SlXobv6obzD6r5WweANSlZVKMzm0baxrbsKtYRiNOMdLoAQDQDAQu6++rMPT17tDs1YTTikortOob8/Vn7VLduqhTvEWJANhJ4Obp+UUV2nu0vMH3R6MHAEAzcEmXxGqb8n6+jc3TQ2n5lgJ5/eZP34dd0rQ3SAcQOpeeW306/fqdDf9AjkYPAIBmINbtVO8u5k+Lt35foqLSilqOQDD8FYYWbzRP20yKc+qK87kOEkD9ZLR0q0Oa+Xre/95fL1g0egAANBOB0zcrKk9f7I/G+3JnkU4UmZvmIT3PivgWFgDsLXD65uETPuUc9zbovnj1AQCgmbi4U4ISYs2lfy3TNxvNMAx9+pX5bJ7LKQ3t2cKiRADsKrDRkxp+Vo9GDwCAZsId46j2JuK7A6U6WeS3KFHTsPNQmfYELJhwWbckpSRZsosVABvLbO1R6xbm146Gzryg0QMAoBkJnL5pSPpiB2f1GuPTmrZU6MOWCgCC53BU/0Bu39Fy5RX4gr4vGj0AAJqRCzLjlRwfMH1zO41eQx075av2aXv39nHqlB5byxEAULdQTd+k0QMAoBlxOR3q19V8Vm/X4XIdOxX8p8WQPvv6lAL3M2aDdACNcV7bOLVIcJnGaPQAAMAZBU7flKR1nNULWml5pVZsLTCNpbeIUe/OCRYlAtAUOJ0OXRKwHc72nDIVlAS3HQ6NHgAAzcx5Z8cpNcn8aTHTN4O34psClXnNp/N+ekmKnE42SAfQOIHTNw1D2rA7uLN6NHoAADQzTodD/QPO6u0/5tWh/Ibt1dQcVVYaWvy1eRGWhFinrrww2aJEAJqSCzLjFe8xt2rBTt+k0QMAoBkKbPQk9tQLxobdxTp2yrwtxU96JCvOw1srAI0X43KoV8A08K3flwR1H7waAQDQDJ2TEav0gL2a1m0vkhG4sghqFLilgtMhZfVmg3QAoRM4fdMf3CV6NHoAADRHDodDl3U3TzM8fMKn748xffNM9h4t1/acMtPYpeclKu0st0WJADRFF3dKkNvV8Gt+afQAAGimalx9k+mbZ/TpVyerjbGlAoBQi/M41aNTfIOPp9EDAKCZap/mUYc0j2lsLdM365Rf6Ne6HeZmuEubWJ3XLs6iRACasktr2Dy9vmj0AABoxgIXZTle6Neuw+UWpYl+SzadUkWleWxYH87mAQiPXp0T1dAdW2j0AABoxlh9s/7KfZVautm8QXpqcoz6ntfwT9wBoC7J8S51b9+w6Zs0egAANGMZKW51bhNrGvtiR5EqKpm+GWjNt4UqLjOfzsvqdZZcbJAOIIwCV9+sLxo9AACaucBFWU6VVGjbwVKL0kSnSsOotqVCrNuhqy46y6JEAJoLGj0AANAg/bomKfCcFNM3zbbsLdHhEz7T2KALk5UY57IoEYDmIjU5ptrMi/qg0QMAoJlLTY5Rt/bmVSPX7yyWv4Lpmz/4V8DZPIekYb1ZhAVAZIwbmFrtA7kzodEDAADVpm8Wl1dqy/clFqWJLgeOleub/eaprL26JCijJRukA4iMCzMT9McJ7YM6hkYPAACob9ekakt4M33ztMBr8yRpOBukA4iwjunBTd+k0QMAAEqOd6lHR/MS3ht2F6vcV1nLEc1DQYlfnwc0vJmtPereng3SAUQ3Gj0AACCp+p565T5Dm/Y27+mbSzYVyBdwreLwPilyONhSAUB0o9EDAACSTi/h7XaZG5jAs1nNiddfqSWbzBukt0h0VbueEQCiEY0eAACQJCXEunTxOQmmsc17S1RSXmFRImut3VakghLzYx/as4ViXJzNAxD9aPQAAECVy7ubz1b5Kgxt2N38pm8ahlFtSwW3y6HBF7NBOgB7oNEDAABVep6ToFi3+YzV2m2FFqWxzqY9RTpwzGsaG3B+ks5KYIN0APZAowcAAKrEup26pEuiaWzr96UqLG1e0zc/XH2s2tgwtlQAYCM0egAAwOSygOmblYb05Y7msyjL4XyvvthmXoSlR8d4tU/zWJQIAIJHowcAAEwu6pighFjzW4S125tPo8cG6QCaAho9AABgEuNyqO955umb2w+WKb/Qb1GiyCkqrdCqb8zXJLZLdeuiTvG1HAEA0YlGDwAAVBM4fdOQ9EUzmL65fEuBvH7zBunDLmGDdAD2Q6MHAACqOb99vFoErDDZ1Kdv5p706aMvT5rGkuKcuuJ8NkgHYD80egAAoBqn06F+Xc0Nzp4j5Tp60mdRovAq91Xq+QVHVFxeaRof0vMsedy8XQJgP7xyAQCAGgVO35SkdU3wrJ5hGHr9s2M6kGfeNy853qmf9mYRFgD2RKMHAABq1KVtrFolx5jGmmKj9+mGU9WmpTqd0r0j27BBOgDbotEDAAA1cjocuqyb+azegTyvDgac+bKzb/eX6v2Vx6uN3z68nS7IZKVNAPZFowcAAGrVv4bpm01lUZa8Ap9e+uiIKs2LbOry7km6dmBra0IBQIjQ6AEAECUqKiq0efNmq2OYdGztUduWbtPY2m2FMgyjliPsweuv1F8WHlVhqXnxlQ5pHt3+09ZspwDA9qKm0ZswYYIGDRqkrKwsZWVl6bPPPrM6EgAAEVFeXq7s7GwNHDhQ48ePrxr3er363e9+p0GDBmn48OGW1EaHw6H+AdM3c0/5tfdoecSzhIphGJq9JK/aY0iMdeqB0W0UyyqbAJqAmDPfJHKeffZZ9e/f3+oYAABElMPh0OjRo/Wb3/xG1157bdX4nDlzdPLkSS1fvly7du3SzTffrH79+iklJbIrQV7WPUnz1p4wja3bXqTObeIimiNUlm4u0KpvCk1jDkl3/yxD6Snumg8CAJvhIysAACzm8Xg0ePBgxcWZG6cFCxZowoQJcrlc6tatm3r06KHVq1dHPF+7VI8yW3tMY+u2F6nShtM3d+SUas6yvGrj1w9M1cXnJFiQCADCI2oaPbfbrSlTpmj48OGaPn26ysrKrI4EAIClcnJy1L59+6qv27Vrp9zcXEuyBK6+mV9UoZ059qrVJ4r8+suio6owX5anS89N1Mi+7JcHoGmJmqmbb7zxhiQpPz9fDz74oF555RVlZ2fXeFu7Xh/9Q2675o+EcD03dn7uoz3zmfLx3IdPXfnsnL0+328uvF6vXK4f93FzOBxyOmv/jDacz9tl3ZP0wep809ja7UXq3qH+WxBY+XrgrzD04qKjOlVcYRpvl+rWr0eky+n8MZRdXrfsklOyT1ZyhhY5QyvYfFHT6P0gNTVVo0aN0uLFi2u9TatWyQ267zvveVgHcwsaGi0s2qefpf99eUZEf6bbHZ2bv7rdLqWlNex3W18N/dtBzYL5nfHch1Yk/l/Cxc7ZI61NmzY6fPiwzj77bEnSoUOHNHjw4FpvH87/s7Q06fzMPH23v6RqbP2uEmWPS5LLFdy7DyteD16cd0A7D5nPQCbEOvV/bu2i9q1rvtbQLq9bdskp2ScrOUOLnNaImkZvz5496ty5s4qLi/Xxxx+rX79+td72+PFCNeSygL05J+S+4N5GpAy9vd++qLy8wjPfMIR8vgpF46XmPl9F2J4Lh+P0P29D/3asFM2fLtXnd8ZzHx5neu7tnF368e+muRs6dKjeffdd9enTRzt27NDu3bs1aNCgWm8f7v+zPl3iTY3eqWK/Vn6dq4s61e/aNqteD1ZsKdBH66pvin7X8HTFOXzKy/OZxu3yumWXnJJ9spIztMgZWsHWxqhp9CZNmqSioiK5XC4NHTpUt912W623NQxF9S8hWE3psTRWuJ+Lpva3Ew3q+3zy3IeenZ9PO2cPl6ysLFVUVMjn8ykrK0uZmZl64YUXNHXqVA0ZMkRxcXF65plnqi3Y8t/C/X/Wr2uS3l1+3PQzPt9WpB4dg1vEJJKvB3uOlOmtJceqjY+9rKV6d0msM4ddXrfsklOyT1ZyhhY5rRE1jd6CBQusjgAAgGVqu2Thueeei3CS2qUkxuj89vH69kBp1dj6ncW69WpD7pjoO41cUOLXCwuOyG++LE89z0nQ2MtbWhMKACIkalbdBAAA0S9w8/RSb6U27yup5dbW+WHxlfwic5eXkeLW/4xIlzOa5zcDQAjQ6AEAgHrre16iXAHvHtZuL7ImTB3+76rj2nbQvPhKrNuhB0a3UWJcdC5KBgChRKMHAADqLSneVe2avK93F6vcV1nLEZH3n+8K9emGU9XG7xyWrvZpnhqOAICmh0YPAAAE5fLu5umbXr+hDbuLLUpj9n1uud5YXH3xlWv6pqhf16QajgCApolGDwAABKV3l0S5A/bOi4bpm4WlFXp+wRF5/eZl83p0jNe4K1ItSgUA1qDRAwAAQYn3ONWrs3n65ua9JSouq6jliPCrrDT0ysdHlVfgN42nnRWju3+WIaeTxVcANC80egAAIGiXBUzfrKiU1u+ybvrm39fka+v3paYxT8zpxVeS41l8BUDzQ6MHAACC1rNTguI85rNk6yyavvnFjiIt+vJktfHbslqrY3qsBYkAwHo0egAAIGget1N9uiSaxr7ZX6qCEn8tR4THwTyv/vfT3GrjP+3dQgPOT45oFgCIJjR6AACgQQKnbxqG9MWOyE3fLC47vfhKuc+8+Er39nG68cpWEcsBANGIRg8AADTIhZkJSoozv5WI1OqblYahV/+Vq6Mnfabx1CSXfnNNhmJcLL4CoHmj0QMAAA0S43Kob8DedDtyypRX4KvliNCZ9/kJbdxTEpBHum9UG7VIjAn7zweAaEejBwAAGuyybtU3IQ/39M2vdxdr3toT1cZvGdJaXdrGhfVnA4Bd0OgBAIAG63Z2nFISzdsXhHP65uETXv31k+qLrwy5+Cz95KKzwvZzAcBuaPQAAECDOZ0O9Q84q7fvaLmOnPCG/GeVeiv1/PwjKvVWmsbPbRurXw5OC/nPAwA7o9EDAACNUtP0zVCf1TMMQ699mqtD+ebr/1okunTfqDYsvgIAAWj0AABAo3RuE6vWLcwLoKzdViTDMGo5IniLvjypL3ear/1zOaV7R2aoZRKLrwBAIBo9AADQKA6Ho9pZvUP5Ph3IC830zc37SvT31fnVxsdflaZuZ8eH5GcAQFNDowcAABot8Do9SVoXgumbuSd9euWjowo8NzjowmRd3ZPFVwCgNjR6AACg0TqkeXR2K7dpbO32xk3fLPdV6oWFR1Rcbl58pVNGrG65Ok0OB9flAUBtaPQAAECjORzVV988dsqvPUfKG3R/hmHojcXHtP+YefpncrxT94/KkCeGtzAAUBdeJQEAQEjUtPrm59saNn3z0w2nqh3rdEi/uaaN0s5y13IUAOAHNHoAACAk2rT0qFNGrGnsix1FqqwMbvrmt/tL9f7K49XGb7iylS7IZPEVAKgPGj0AABAygWf1ThZXaHtOWb2Pzyvw6aWPjiiwN7ysW5KGX9IiFBEBoFmg0QMAACFT0+qba+s5fdPrr9RfFh5VYal58ZUOaR7d/tPWLL4CAEGg0QMAACHTKjlGXc+OM419sbNI/oq6p28ahqHZS/K096h58ZbEWKceGN1GsW7esgBAMHjVBAAAIRU4fbO4rFLf7C+p85ilmwu06ptC05hD0t0/y1B6CouvAECwaPQAAEBI9euaqMBZlnVN39yRU6o5y/KqjV8/MFUXn5MQ6ngA0CzQ6AEAgJA6KyFGFwasjvnV7mJ5fZXVbnuiyK+/LDqqioBvXXpuokb2TQlnTABo0mj0AABAyAUuylLmNbRpr3n6pr/C0IuLjupUcYVpvF2qW3cOT2fxFQBoBBo9AAAQcpeemyhXwLuMz7ebp2/OWZ6nnYfMWy/Ee04vvhLv4S0KADQGr6IAACDkEuNc1a6v27inRCXlp8/erdhaoKWbCqodd9eIdLVN9UQkIwA0ZTR6AAAgLC4PmL7p8xta++0p7TlSptlLjlW7/djLWuqSLomRigcATVqM1QEAAEDT1LtLojwxDnn9P+6h99G64zpyvEx+82V56nlOgsZe3jLCCQGg6eKMHgAACItYt1O9A87Qfft9sfKLzF1eRopb/zMiXU4WXwGAkKHRAwAAYRO4eXqgWLdDD4xuo8Q4V4QSAUDzQKMHAADC5uJOCUqIrf3txp3D0tU+jcVXACDUaPQAAEDYuGMc6nNuzQusXNM3Rf261n3GDwDQMDR6AAAgrGqavtmjY7zGXZFqQRoAaB5o9AAAQFhdmBmv89rFVX3dpqVbd/8sQ04ni68AQLiwvQIAAAgrp9Ohh65to9XfFio+PlaXdvYo3sPiKwAQTjR6AAAg7BJiXRp2SYrS0pKVl1cowzjzMQCAhmPqJgAAAAA0MTR6AAAAANDERFWj9/nnn2vEiBG66qqrdP/996uoqMjqSAAAWIraCABoiKhp9MrLyzV58mQ99dRTWrZsmdxut15++WWrYwEAYBlqIwCgoaKm0Vu1apUyMzPVs2dPORwO3XTTTVqyZInVsQAAsAy1EQDQUFHT6OXk5Kh9+/ZVX7dr1065ubkWJgIAwFrURgBAQ0XN9gper1cxMT/GcTgccjpr7kMdTWx/1ab2eBojXM/FD/drx+c62jOfKR/PffjUlc/O2evz/eYimNp4+vuRSNVwdnk9IGfo2SUrOUOLnKEVbD6HYUTHTjYLFy7U3//+d82ePVuStH79ek2bNk0LFiywOBkAANagNgIAGipqpm4OGjRIW7du1bZt22QYhubOnasxY8ZYHQsAAMtQGwEADRU1Z/QkaenSpXrmmWdUUlKiAQMGaNq0afJ4PFbHAgDAMtRGAEBDRFWjBwAAAABovKiZugkAAAAACA0avQiqqKjQ5s2brY4BAIBlqIUAEBm2avQ+//xzjRgxQldddZXuv/9+FRUVWR2pXsrLy5Wdna2BAwdq/PjxVsdpkFdeeUUjRozQkCFDdPPNN2vfvn1WR6q3++67TyNGjNCVV16pxx9/XH6/3+pIQXvyySfVrVs3HTt2zOoo9TZhwgQNGjRIWVlZysrK0meffWZ1pKB4vV49+eSTGjRokIYMGaK//e1vVkeqt/fff7/qec/KytLAgQN1xRVXWB2r3pYvX65Ro0Zp6NChuvHGG7Vnzx6rI0U1u9RGO9VCu9Q8O9U3O9Qxu9QtO9Qnu9Uhu9Sd9957TyNGjNDQoUM1depUeb3eug8wbKKsrMwYMGCAsXHjRqOystJ48MEHjaefftrqWPVSXl5uLF261Ni5c6fRo0cPq+M0yNtvv22Ul5cbhmEYzz33nPHrX//a4kT1d+jQIcMwDKOoqMgYPHiwsXLlSosTBWflypXGpEmTjK5duxq5ublWx6m3X/7yl8batWutjtFgTz75pDFp0iSjrKzMMAzDKCkpsThRwz311FPGCy+8YHWMevH5fEavXr2MLVu2GIZhGM8//7xx3333WZwqetmpNtqpFtql5tmlvtmljtmlbtmxPkVzHbJL3fnyyy+NwYMHG8ePHzf8fr9x//33G6+//nqdx9jmjN6qVauUmZmpnj17yuFw6KabbtKSJUusjlUvHo9HgwcPVlxcnNVRGmzChAlVq7z16tVLJ06csDhR/bVt21aSdOzYMTkcDnXu3NniRPWX1+hsmgAACpNJREFUn5+vmTNnaurUqVZHaVZOnDihefPm6bHHHlNsbKwkKT4+3uJUDVNSUqJ58+bphhtusDpKvTgcDnk8Hjn+/66wXq9X6enpFqeKXnaqjXaqhXapeXaob9Sx0LJjfYr2OmSXurNp0yZdeumlSk1Nlcvl0tixY7Vs2bI6j4mJULZGy8nJUfv27au+bteunXJzcy1M1Hx98MEHGjt2rNUx6m3evHmaOXOmCgsL9eijj+rss8+2OlK9Pfroo8rOzlZqaqrVUYLmdrs1ZcoUxcbGauDAgZo8ebIt3uBJ0o4dO9S2bVvNmjVLa9euVbt27TR16tSofBN1Jv/85z81YMCAqCxaNXG5XPrrX/+qhx56SOnp6UpJSdFTTz1ldayoRW0Mv2iueXaob3aqY3aoW3asT9Feh+xSd7p37663335bR44cUVpampYuXXrGqdC2OaPn9XoVE/NjX+pwOOR02iZ+k/H0008rPj5eN910k9VR6m3s2LFatWqVFi5cqLfeekuffPKJ1ZHq5d1331VGRoZ+8pOfWB2lQd544w0tW7ZM7733nnbt2qVXXnnF6kj1lpeXp++//17XX3+9Pv30Uw0YMEBTpkyxOlbQDMPQO++8o1/96ldWR6m3yspKzZkzR+PGjdNjjz2m4uJiLV261OpYUYvaGF7RXvOivb7ZrY7ZoW7ZrT7ZoQ7Zpe5cccUVuvXWWzVx4kRNmDBBqampatWqVZ3H2KYatGnTRocOHar6OicnJyo/uWqqDMPQtGnTlJubq2eeeabq9LaddOjQQcOGDdP69eutjlIvc+fO1fr16zVmzBiNGTNGkjRx4kQdPHjQ4mTBSU1N1ahRo7R9+3aro9RbWlqaOnbsqIsuukiSdM0112jnzp0Wpwre8uXLlZycrJ49e1odpd5Wr16t/fv36/bbb1eXLl30+9//XtOnT7c6VtSiNoaH3WpetNY3u9axaK5bdqtPdqhDdqo7EydO1CeffKK5c+eqRYsW6tq1a523t02jN2jQIG3dulXbtm2TYRiaO3du1YsGwsvv9+u3v/2tnE6nnn32WdOnx9Hu4MGDOnDggCSpoKBAK1asUK9evSxOVT+LFi3SokWLNH/+fM2fP1+S9Oabb5qmaUWzH1asKi4u1scff6zevXtbnKj+evXqpZMnT2rLli2SpM8++8w2fzf/bfbs2ZowYYLVMYISFxennJwcHT16VJK0ceNGpaSkWJwqelEbQ88uNc8O9c1udcwOdctu9ckOdcgudccwDBUWFko6PYX37bff1i233FLnMdH56lWDlJQUzZgxQ5MmTVJJSYkGDBgQ9X84/y0rK0sVFRXy+XzKyspSZmamXn/9datj1cvHH3+shQsXqkOHDlqxYoUkqUePHpo1a5bFyc6spKRE2dnZKi0tlcfj0XXXXadRo0ZZHatZmDRpkoqKiuRyuTR06FDddtttVkeqt9jYWM2aNUt/+MMfVFRUpMzMTD3xxBNWxwrKjh07tGvXLo0YMcLqKEHp16+fxo8frxtvvFFut1tpaWmaOXOm1bGilt1qox1qoV1qHvUt9OxQt+xUn+xSh+xSd/x+v8aNG6fy8nIlJSXp8ccfV6dOneo8xmEYhhGZeAAAAACASLDN1E0AAAAAQP3Q6AEAAABAE0OjBwAAAABNDI0eAAAAADQxNHoAAAAA0MTQ6AEAAABAE0OjB4TRHXfcUbWhrXR6E87s7GxJUn5+/hk3Np4zZ44effTROm/j9/t15ZVXNj4sAAARQn0Ews82G6YDdlReXq7KykpVVFRozJgxKisr08mTJzVy5EhVVFQoJydHI0eO1ODBg/XQQw9Jku6++2498sgjNW6C+e677yopKanOAnjvvffq66+/rvF777zzjjp37hySxwYAQENRH4Hwo9EDwuC1117TihUr9N1332ny5MnKysrSokWLtHHjRs2ePVuzZs1Sfn6+Jk6cqPnz51cdV1xcrDVr1qht27Y13u/ChQv1wAMPVH39wyeVeXl5uvLKK3X11VfrxRdfDO+DAwCggaiPQOTQ6AFhcNttt+kXv/iFBgwYoKefflobNmzQyJEja/3EUpLef/99rVmzRh6PR4WFhYqNjTXd5759+7Rjxw717du3amzlypVat26dHn74Ya1cuTKijxEAgGBRH4HIodEDwsDpdOo///mPfD6f9u3bp+uvv17XX3991fcnT56scePGqX///qbjFixYoM6dO+vBBx/UW2+9Zfre66+/LrfbrZkzZ+qRRx6pGl+zZk1YHwsAAKFCfQQih0YPCJMlS5YoJSVFTz/9tAzD0OrVq7VhwwZJ0uHDh7Vp0yYlJCRIOl3Y0tPT9fXXX2vx4sWaOHGiXn31VSUnJ0uStm7dqmXLlmnBggW666679Oqrr+quu+6SJK1atUqStH37du3du1ePPfZYVYbCwkIlJibK6Ty97lKvXr306quvRuw5AAAgEPURiAwaPSAMDh06pJ07d6pr16665ZZb9NVXX2n//v167rnn1KVLF9Mnls8++6xOnDihl156SXfccYcSExM1bdo0/fnPf9bAgQMlSU888YSmTJmijIwMvfTSS/r5z3+uPn36KCYmRuXl5fL7/ZoyZYquvfZarVu3rirHmDFjNGPGDHXt2tWqpwIAgCrURyByHIZhGFaHAJqaP/zhD8rMzNSKFSs0ffp0dezYUbfffruOHj0qj8ejnJwcpaSkKDExUbm5ubr55pv15Zdf6rXXXpPL5aq6nzlz5ui7777TfffdpzZt2lSN79+/X5mZmbrnnnvUq1cvzZkzRx9++KHWrFmjli1batu2bbrzzjurCtkHH3ygm2++mRXFAACWoj4CkcMZPSAMysrKNH78eK1YscI0/vzzz9f4iWXHjh11991364YbbtDWrVurbm8YhgzD0Icfflg15nK5tGXLFvl8Pm3evFl//OMfNWfOHLVq1UqjR4/W+PHjdd1115l+rtvt1ksvvaSZM2eG94EDAFAH6iMQOTR6QBhMnz5dHo+n2vi9994rj8ejgoICffPNN/J4PDp27JgeffRRORwOffDBB6bb//CJ5RNPPFHtvtxut15++WW1aNGiamzDhg06ePCgRo8ebbrtrbfeqqysLO3evVtdunQJ0aMEACA41Ecgcmj0gDCoqYhNnjxZLVu21KpVqzRu3Dht375dX331lfr3728qRsG4+OKL5ff7q76eMWOG7rnnHrndbtPtMjIyNHLkSL322mv605/+1KCfBQBAY1Efgcih0QMi4OTJk/rXv/6l999/X2PHjpXX65XL5dLChQv19ttvKzs7W9nZ2dWOq2lqyg/uuece3XvvvVVfFxYW6rzzztOYMWNUWloqn8+nI0eOVBXVO+64Q//4xz/C9yABAAgS9REIHxo9IAL+/e9/69tvv9XcuXOrLvg+99xz9d5772n+/Pl68803tXHjxho/6ayv5ORkTZs2TQcOHFBWVpYcDof69eunDh06SJI6d+6shx9+OCSPBwCAUKA+AuHDqpsAAAAA0MQ4rQ4AAAAAAAgtGj0AAAAAaGJo9AAAAACgiaHRAwAAAIAmhkYPAAAAAJoYGj0AAAAAaGJo9AAAAACgiaHRAwAAAIAm5v8Bwy6CZOcL9O4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-muted')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-notebook')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-notebook')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-paper')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5TbOVL8rYbKU/Y4FHRERERBQix8+58f6uZoxI0WH+LQNCeq6MgVqkDNCgsNQOkc1W+i0WeEREREREIdDs8GHt1jrEmlRYOjcZyiA1VemJIAgoGGNBXasX5TUdIT0XyRcLPCIiIiKiIPP4Ali9uQ4dHhHL70mCxRDcpio9uWmECWqlgJ2lbLbSX7HAIyIiIiIKIlEU8afPm1Bd34lFt8UjPVkXtnMbdUpMGm7E/pNOONxsttIfscAjIiIiIgqinSV27D7mwKyxFkwfZQn7+QvGWODzA18eZ7OV/ogFHhERERFRkJy80IH1O5uQNUiHhwviJckwfJAOg6xqFJaw2Up/xAKPiIiIiCgIbE4fVm+pg1mvxLK5SVApQ9tUpSeCIKAg14ILLV5UXGCzlf6GBR4RERER0Q3y+UWs2VoPp9uPZfckI9akkjTPTSPNUCmBQjZb6XdY4BERERER3aB3Cptw8kIHFs6MR9ag8DVV6YlZr8SETBP2lbvg6mCzlf6EBR4RERER0Q3YfdSOz4vtuGWUGTPHhL+pSk9mjrHA6xfx1XGn1FEojFjgERERERFdp6q6Drz1eRPSk7R4ZFY8BEGa++6uJCdFh6RYNQpL2WylP2GBR0RERER0HeztPqzeUg+dRsCye5OhUcnrrXVXsxUzzjV5UFnbKXUcChN5/RQSEREREUUAf0DEb7fWw+b0YdncZAwwS9tUpSfTR5mhVLDZSn/CAo+IiIiIqI/e392M4zUdWDBjAHKG6KWO0yOLQYX8TCOKyp1o72Szlf6ABR4RERERUR98ddyB7YfaMC3HhDvGxUgd55oKci3w+ER8fYLNVvoDFnhERERERL10pqETf/i0EakJGiy+PUFWTVV6MjJVj8QYFXaWsNlKf8ACj4iIiIioF5xuP1ZvqYNaJeCJe5OhVUfGW2mFIGBGrgVnGz2ormezlWgXGT+VREREREQSCgRE/O7jejTZfVh6dxISYtRSR+oTNlvpP1jgERERERFdw9++asHRM27cf5MVo4capI7TZ7FGFcalG1F0wgm3JyB1HAohFnhERERERFexv8KJLftsmJhlxN0TY6WOc90Kci3o8IooYrOVqMYCj4iIiIioB+ebPXh9ewMGD1Dj0dmJEdFUpSejh+oRb1FxmWaUY4FHRERERHQF7Z1+vPxhHRSKrqYqOk1kv3VWKATMGG1BdX0nTjew2Uq0iuyfUiIiIiKiEAiIItZ90oB6mxeP35WI5DiN1JGCYvooMwSBzVaiGQs8IiIiIqJ/8mFRK45UtWPe1DiMSzdKHSdorGYV8tIN+Oq4A51eNluJRizwiIiIiIj+weEqFzZ+3YpxGQbcOyVO6jhBNzPXgg6PiL3lbLYSjVjgERERERF9o7bVg3UfNyA5To3H70yEIoKbqvRkTJoBVpMSO7lMMyqxwCMiIiIiAuD2BLB6cx1EUcQT9ybDoFVKHSkkFAoBt4y2oLK2E+ca2Wwl2oStwGtqasKSJUuwcOFCLFiwADU1Ndi0aRPmz5+PBx54ABUVFeGKQkREJCtff/01Ro8ezbGRSEKiKOKN7Q043+zFo3cmYvCA6Giq0pNbRl9stuKQOgoFmSpcJwoEAnj++eeRlJSEjRs3Yv369SgqKsKGDRtQVlaGF198EevWrQtXHCIiIlmw2+149913MWbMGDidTrz55pscG4kk8Lc9jdh/0oV7JsViYpZJ6jghF29RY0yaAV8ed+DB6VZo1FzYFy3C9komJiYiKSkJACAIAoqLizF+/HhoNBrk5eWhuro6XFGIiIhk49e//jVWrFgBpVKJkpISjo1EEig93Y4/fVqH3KF6fGeaVeo4YVOQa0F7ZwD7T7qkjiIZURSljhB0YZvBu6itrQ3vvfceFi5ciJMnT4b79P2W3+/HuXNnr+u5NpsBNlt7kBN9a8iQVCiV0bnGnYjoaj755BNkZmYiIyMDANDa2gqLxSJxKqL+pcMTwKsf1yMhVoMlc5KgUERfU5We5KUbEGvsarZy00iz1HHCbvPeVnxefAb/3yMpMOqi571oWAs8l8uFFStW4KmnnoLNZoPL9e2nBWq1+qrPVSgEWK2RuweJ1Pmrqqqw9KV90MckS5bhStxtdXjnlwakp6eH7BxSX/sbEcnZgcjNb7MZpI7Qo9hYwzWvaaRe9/7ogw8+gFKpxP79+1FRUYF9+/Zh4cKF3d+/1tgIRM7rzZzBFSk5Afln3X6gGc6OAH764GCkDpZ/kRPs6zl7wgD8eVcDnD4lUhN1QTuu3F/3ouNt+OuXLQCAUw1+zMyLng/Xwlbgud1urFixAkuWLMG4cePQ2NiIl156CT6fD2VlZcjJybnq8wMBES0tkTt9bLUaJc1vs7VDH5MMQ2yKZBl6YrO1h/TaSH3tb0QkZwciN38oZ6xvVG9+XyL1ul+UkCD/N1jB8vrrr3f/98KFC/GTn/wEzz77bK/HRiByxsdI+blkzuCTe9aPipowwKxCXoZJ1jkvCvb1nJSpw192AR9+UY+HC+KDdlw5v+4XWjz4/zfUYGCcGm3tfuwubsHYVHk31enL2Bi2Au/VV19FeXk51qxZAwCYPXs25s2bhwULFsBsNmPVqlXhikJERCRL8fHxHBuJwuhMQyeq6joxb1oclP1oaeY/SohRY9RQPb4oc+D+m63QqKK72Yq7M4BXNtcBAJ64LxmfHHLg67I2eLyBqGk0E7YCb+XKlVi5cuVlX1+0aFG4IhAREcnW+vXrAXSNixwbicKjsNQOQQBuGRU9y/Oux8xcC46eqceBky5MGxG9qygCoojXtjWgtsWLJ+5NxiCrBlNHWrCrxIajZ90YnyHfJaV9ER1lKhERERFRH3R6A/jquBN5wwywmsPed1BWxmUYEWNQYlepXeooIbV1nw0HK124d3Ic8jO7irn8LDPUSgEHoqiTKAs8IiIiIup39lU44fYEUJDbv2fvAEClFHDzKDOO13SgttUjdZyQKK524W9ftmBMmgHzpsZ1f12vVWL0UD0OV7ngD0THlgks8IiIiIio39lZYkecSYkxw+TbOTmcCkZ3FbqFJdE3i1dv8+LVjxuQEKPCkjmJl22FkZ9phKsjgPIat0QJg4sFHhERERH1KzVNnThV24kZoy39trnKP0uKU2NkalezFa8vOmaygK6luKs318HnF7HivuQr7nc3LsMIhYCoWabJAo+IiIiI+pXCUgcEALeMjt6GItejINcChzuAQ5XRUeiIoog3djTiXJMHj85OREq89oqPM+uVyE7R4WClCwEx8otbFnhERERE1G94vAF8WeZAbpoB8Ra11HFkJT/DCLNegcIoabay7WAb9pY7MWdCLCZnm6762PxME1qdflTXdYYpXeiwwCMiIiKifmP/SRdcnQHMHMPmKv9MrRJw80gzjp11o97mlTrODSk724739zRjZKoe999svebjL3bVPHAq8mcvWeARERERUb9RWGpHjFGJsWyuckUXu4pG8pYJTXYv1m6txwCzCkvvTurVfZYDzCqkJ2lx8JQLYoQv02SBR0RERET9woUWD8rPd+CWUWaolGyuciUDrRrkpOiw55gDPn/kFTqeb5qqdHpFLL8nGWb95U1VepKfZURdqxcXWiJ79pIFHhERERH1CxfvLePed1dXkGtBW7sfh6sia7miKIp48/NGnG7w4Hu3JyAt6cpNVXrSvUwzwrtpssAjIiIioqjn9Yn44pgDo4fqkRDD5ipXMyHLCKNWEXF74n12xI4vy5y4PS8GN43se4fUQVYNBlnVOHjKGYJ04cMCj4iIiIii3sFTTjg7Apy96wWNSoGbR5lx9IwbjW2RsVyxvMaNd3c1IXuwDgtmDLju4+RnGnG6wYMme2T8u6+EBR4RERERRb2dpXaY9QqMzzBKHSUiFORaIALYddQhdZRranH4sHZrPSwGJX40N+mG7q+Mhm6aLPCIiIiIKKrVtXpw/FwHbhllYXOVXho8QIOsQTrsOWqHPyDfZiten4g1W+vg6vRj+T3JiDGqbuh4w5K0sJpVOBjB9+GxwCMiIiKiqLartGsWakZu3+/L6s9mjrGg1eVHcXW71FF69PbOJlTWdmLhzARkDNTd8PEEQcCETCMqLnTA3u4PQsLwY4FHRERERFHL5xex+5gdI4bokBynkTpORJmYZYRBq8BOmTZbKSy1Y2epHQW55qBuXJ+faYQoAocrI3MWjwUeEREREUWtQ5UuONwBzGRzlT7TqhWYNsKEktPtaHb4pI5zicraDvzp743ISNZi4cyEoB57+GAdzHpFxN6HxwKPiIiIiKJWYakdJp0C+ZkmqaNEpJm5FogisPuofGbx2lw+rN5SB6NWiWX3JEOtCu59lUqFgHHpRhw72w53ZyCoxw4HFnhEREREFJUabF4cPePGzaPMQS8C+oshCVpkJGux66gDARk0W/H5RazdWg97ux8/mpsEq/nGmqr0JD/LCJ8fKD4t3/sPe8ICj4iIiIii0q5vZp24992NKRhjQYvDh1IZFDvv725G+fkOPDQjHtkp+pCdZ1SqHjq1gAMnI2/TcxZ4RERERBR1upqrOJA9WIdBVjZXuRFTsk3QaQTsLJV2meaXZQ7sONyGm0aacFteaIt2jUqBMcMMKKluh8cXWcs0WeARERERUdQ5UuVCm8vP2bsg0KoVmJZjxpGqdrQ6pWm2crq+E3/4tBFpiRosnpUAQQj9ktsJmUZ0eEWUnXWH/FzBxAKPiIiIiKJOYakDRq0CE7OMUkeJCgVjLAiIwJ5jjrCf2+H2Y/WWOmjVApbfmwyNOjwlzNhhRqiUwIEI2/ScBR4RERERRZUmuxelp9tx00hz2IqBaJeWqEVakhaFpXYExPA1W/EHRPz2o3o0O3xYOjcJ8RZ12M6t1yowKtWAw1Uu+GXQYKa3+BNPRERERFFlV6kDIoCCXLPUUaLKzFwLmuw+HD0TviWLG75oQdlZNx6cPgCjUg1hO+9F+ZlGONwBnDzfEfZzXy8WeEREREQUNfwBEbuP2ZE1SIeUeK3UcaLKlBwTtGoBu8LUbGVvuRMfH7BhcrYJd+XHhOWc/2x8hgGCgIja9JwFHhERERFFjZLqdrQ6/Zy9CwG9RoEp2SYcqnTB5gpts5VzjZ14fXsDhsRr8IM7wtNU5UosBhWGD9Lh4CkXxDAuTb0RLPCIiIiIKGrsLLXDoFVg0nCT1FGi0swxFvgDoW224urw45XNdVApu5qqaCW+jzI/y4hmhw+nGzyS5ugtFnhEREREFBVaHD4UV7djWo5J8qIgWg1L0iI1QYNdIWq2EhBFrPukAY1tPiyZk4ik2PA1VenJhMyuTqwHT0XGpuf8ySciIiKiqLD7qB2i2NXSn0JDEAQU5FrQ0ObD8XPBb7ay8atWFFe3Y940K8YOk8cWF/EWNdISNRGzXQILPCIiIiKKeIGAiF1HHUhP1iI1gc1VQmnaCBM0KgE7S4LbbOXgKRc+3NuK/Awj7pkcG9Rj36j8TBMutHhR2yL/ZZos8IiIiIgo4pWeaUezw4eZuZy9CzWDVonJ2SYcPOWCvd0flGNeaPHg99vqMdCqxmN3JkIhUVOVnkzI6ppNjIRumizwiIiIiCjiFZY4oFMLmJzN5irhUJDb1Wzli7Ibb7bi7gzglc11AIAn7k2GXiu/EmWQVY3kODUORsAyTfldPSIiIiKiPrA5fThc5cLUEWboNHx7Gw6ZA7VIGaBBYan9hrYPCIgiXtvWgNoWLx6/MwmDrJogpgweQRCQn2lEVX0nWhyh3SLiRvE3gIiIiIgi2u5jDgTErlklCo+uZitm1LV6UV7Tcd3H2brPhoOVLtw7OQ75mfJoqtKTb7tpynsWjwUeEREREUWsgChi11E70hI1GJbE5irhNG2EGWqlgJ2l19dspbjahb992YIxaQbMmxoX5HTBNyxZiziTEgdkvl0CCzwiIiIiilhlZ91obPNxawQJmPRKTBpuxIGTLjjcfWu2Um/z4tWPG5AQo8KSOYlQKOTVVOVKFIKA/Awjyms6+vzvDScWeEREREQUsXaW2KFRCZiabZY6Sr9UkGuB1y/iy+O9b7bS6Q1g9eY6+Pwinrg3GUadMoQJgys/y4iACBypku8yTRZ4RERERBSR2lw+HKp0YWqOSZY+TNQmAAAgAElEQVSdF/uD4YN1GGhVo7Ckd81WRFHEGzsaca7Jg0dnJ2JIhO1ZmD1YD6NOIetNz/mbQEREREQR6YsyB/wBNleRkiAImJlrwYUWL05euHazlW0H27C33Im78mMicksLlVLAuHQjjp5xo8MTkDrOFbHAIyIiIqKII4oiCksdGBKvQXpyZM0CRZubRpqhUuKazVaOnW3H+3uaMTJVjwemDwhTuuDLzzTC6xdRcrpd6ihXxAKPiIiIiCLO8XMdqLd5MXOMBYIg/wYd0cysV2JCpgn7yl1wdVy5+UiT3Yvfbq3HALMKS+9OgjICmqr0JHeoHhqVINtlmizwiIiIiCjiFJZ+01wlJ/KW+UWjmWO6mq18dfzyLQQ83zRV6fSKWH5PMsz6yGmqciUatQJjhxlQXN0On//6N3kPFRZ4RERERBRRHG4/DpxyYtJwU0R1YIxmOSk6JMWqUVh6abMVURTx5ueNON3gweLbE5AWJXsV5mca4fYEUHbWLXWUy7DAIyIiIqKI8kWZAz5/16wRyYMgCCjINeNckweVtZ3dX//siB1fljlxe14Mbh4ZPVtZjB1mgFIBHDwlv2WaYSvwXC4XXnvtNTz00EM4cOAAAGDhwoXd//f222+HKwoREZFsdHR0YPHixViwYAEef/xxdHR0YNOmTZg/fz4eeOABVFRUSB2RSFZEUURhiR2DB6iROTA6ZoOixfRRZigVXctnAaC8xo13dzUhe7AOC2ZEblOVKzHqlBg5RI+DlS4EAvJapqkK14k6OzuRlpaG+Ph4+P3f3ny5fv36cEUgIiKSHbVajXXr1kGr1eKZZ57Btm3b8Oabb2LDhg0oKyvDiy++iHXr1kkdk0g2ys93oLbVi4cLBrC5isxYDCrkZxpRVO7EuYYOrN1aD4teiaVzk6BSRt9rlZ9lROkZN07WdiB7sF7qON3CNoNntVpxxx13wGAwhOuUREREsqdUKqHVauH1etHY2AiHw4Hx48dDo9EgLy8P1dXVUkckkpXCUjvUSgE3jYie5X7RpCDXAo9PxE9+fwquTj+W3ZOMWGPY5pTCanyGEQLkt0xT0qsdFxeHhx56CCaTCU8++SSGDx8uZRwiWfH7/aiqqoLNJr89VoYMSYVSyZvaiYJl7dq12LBhA6ZNmwaz2QyLhfcVUc/Kz7vx1w21+N6sARho1UgdJ6ycbj/2V7gwMcsIU4R3YoxWI1P1SIhRobHNh8W3JSBzkE7qSCETa1Qhc5AOB066sOAW+cwoS1rgrV69GgCwb98+PP/883j33Xd7fKxCIcBqNYYrWtBJnd9mk+/MaWysIaTXRuprf72qqqrw8HOF0MckSx3lEu62OrzzSwPS09Ov+dhIvfaR/vsSqde9P/vRj36EpUuXYu3ataipqYHL9e2nwWq1+qrPjZTXmzmD58MP6lB+rh1rP/LjNz/MhEEr70InmNd0z1dN8PpF3HtTYtBfp0h47YHIyLny/6bifJMHd060Sh3lmm70ek4fE4c/bKtFm0eJ9IHyWKYpaYHn8/mgUqkQFxd3zccGAiJaWuQ1/dkXVqtR0vxynAW6yGZrD+m1kfraXy+brR36mGQYYlOkjnKZ3r5mkXzt5ao31z5Sr/tFCQn9a9mV0+mE0WiEIAhITExESUkJSktL4fP5UFZWhpycnKs+P1LGx0j5uZR7ztMNnTh62oXRaUYcPe3Cf793GsvuSZLNzMGVBOuaiqKIj/c2YmCcGgMtCPrrJPfX/qJIyDk4RkDuMKvscwI3fj1HDur6EO7vB5sQOy10BW1fxsawFXiNjY1YuXIlqqqqcPz4cUyaNAmnTp2Cz+eD3+/HL37xi3BFISIiko2Kigq88MIL0Ol0sFgseOGFF/DBBx9gwYIFMJvNWLVqldQRSUa2H7JBqQB+9mAq/lpYi817bdi634Z7Jl37w/JId6q2E+ebvbJaCkeUGKtGaoIGB066MC+EBV5fhK3AS0hIYMdMIiKifzJ+/Hhs2LDhkq8tWrQIixYtkiYQyZbN6UPRCSemZJtgNasxb6oVp+s78dcvWjA0QYsxw+S7vDwYdpbYoVICN4/qX7P8JH/5mUZs/LoV9a1eJMVdfVl9OHCjcyIiIqII8FmxHf4AMDs/FkDXvUNL5iQhIUaFVz+uR4PNK3HC0HF1+LGvwokJmSaY2VyFZGZCZtc9fAdOOSVO0oUFHhEREZHMebwB7CxpQ06KDmmJ327ubdQpsfzeZHj9Il7ZXIdOb0DClKHz9QknPD4RBbmcvSP5SYnXIDFGhQMy2S6BBR4RERGRzH153AmHO4DZ42Mv+15qghY/uCMB55o8+N8djRBFUYKEoSOKInaW2JEUq0bOEHl0KST6R4IgID/TiMraTrQ6fVLHYYFHREREJGeiKGLHYRsSY1QYl37l++ym5JhxV34Misqd2HaoLcwJQ6uqrhPnmjyYMdoMBZurkExNyDIBAA5VSj+LxwKPiIiISMZKz7hxvtmLO8bHQqHoucB5YPoAjByix593N6PsrDuMCUOrsNQOpQKYzuYqJGMZA7WINSpx4CQLPCIiIiK6iu0HbTBoFbjlGgWOUiFg6dwkxJlU+O1HdWiyR37TFXdnAEXlTozPMCLGKOn2zURXpRAEjM8w4kSNG64Ov7RZJD07EREREfXofLMHpWfcmDHaDJ3m2m/bzPqupisdHhGrt9TDE+FNV74ud6DTK6Ig1yJ1FKJrmpBlhD8AHKlqlzQHCzwiIiIimdp+yAaFANw+LqbXzxmWpMXi2xNwur4Tb/29KaKbrhSW2BFvUWHUUDZXIfnLSdHDoFVI3k2TBR4RERGRDDncfnxZ5sSELCPiLX3bPPnmkWbclmfBnmMOfF5sD1HC0Kqu78TpBg8Kci1srkIRQaUUkJduQOnpdkm3LGGBR0RERCRDfy+2w+sXcecVtkbojYdmxGP4YB3eKWxC+fnIa7pSWGqHQsA17z0kkpP8TCM8PhGlp6VbptnnAs/tvvQPRFtbdLXiJSIi6iuOjRRsXp+Iz4rbkJGsReYg3XUdQ6UU8KO5SbDolVi7tV4W+3P1VocngK+POzAu3YhYE5urUOQYk2aARiXgoITLNHtV4L3++uvd//34448DAOrq6vDzn/8cy5cvD00yIiIiGePYSKG0t8KJNpcfs/Ovb/buolijCsvuSYbT7ceaLXXw+iLjfry95U50eEUUjOHsHUUWrVqB3KEGHK5qh88vze9brwq8PXv2XPK/PR4PnnvuOcyZMwdvvfVWSIIRERHJGcdGChVRFLH9kA1WswoTs4w3fLzMQTo8cmsCTtV24u3CpiAkDL2dpXYMMKuQO/TKG7sTyVl+lhHtnQGcqJFmaXSvCrx/7L4kiiLef/99TJs2DVVVVVi/fj0OHjwYsoBERERyxLGRQqW8pgNnGjy4Pc8C5VU2Nu+LmWMsmDHajJ0lduwqlXfTlbONnaiq68SM0earbuxOJFd5wwxQKiBZN81eFXjCP3UuGjp0KNLS0pCamoqkpCT8+7//e0jCERERyRXHRgqVbYds0KqFoO/99sitCchI1uKtvzeisrYjqMcOpsISOwQBuGU0976jyGTSK5GTosehUy4EJNimpM8zeIIgYOrUqSgpKUFeXh7uuOMOxMT0fm8WIiKiaMCxkUKhvtWLw5XtmD7KDKNOGdRjq1UClt2TDINWidVb6tDmkl/TlU5vAF+dcGLsMAOsZjZXociVn2mEzeVHZW1n2M/dqwJvwYIFcDqd8Hg8iIuLg91ux4gRI7Bs2TK89tpr+Mtf/hLqnERERLLCsZFCYcfhrg6ss8fdWHOVnljNKvxobhLs7X6s3VovWROInuyrcKK9M4CZQZ69JAq3/Myu+2el6KbZqwJvzpw5+OMf/4iSkhI899xzeOqppzB9+nT86U9/QnZ2NpTK4H7CREREJHccGynYXB1+7D5mR16GAUlxfdvYvC9yUvRYMCMe5ec78P7u5pCd53oUljoQZ1RizDA2V6HIFmdSIWOgFgdOOi9Z8REOvZr7Xr58OSorK7FlyxZoNBrExsbiZz/7GYCuJSoffPABXnnllZAGJSIikhOOjRRsu4460Om9/o3N++L2PAuq6zqw43AbhiVpcdNI6bcjqGny4OSFDtw3OS5ozWWIpDQh04g/72lBTZMHQxK0YTtvrwq81atXY+3atRg7dix8Ph+2bNkCq9WKpUuXIi4uLtQZiYiIZIdjIwWTPyDi08NtSE3QICfl+jY27wtBELD4tgTUNHvwh08bMTheg7TE8L0BvZLCUjsEADNypS82iYIh/5sC7+Apl/wKPACYO3cuYmNjERsbi5EjR6KxsbF7uvHLL7/ETTfdFLKQREREcsSxkYLlwEkXmh0+fOemxMs6tIaKRq3A8nuS8dw7NVi9uQ6/fDgFZr00S4s93gC+LHMgN02PeEvolqcShVNynAYpAzQ4cMqF/zPVGrbz9uoePABIS0tDbGwsVq9ejQ8//BBKpRJWa1fQNWvWhCwgERGRXMlhbHS65dcJkfpu2yEbYoxKTMk2hfW8CTFq/NvdSWh2+PC7j+rhD0jTdGX/SRdcnYGgbw1BJLX8TCPONnrQ2OYN2zl7VeCdO3cOixcvxrPPPguDwYDHHnsMv/zlL7u/H+4bB4mIiKQml7Hx5Q9qwnIeCp1TFzpQWduJ28bGQKUM/71no4ca8MDNVhw768Zfv2gJ+/mBruWZMUYl8tKNkpyfKFQmZHX9TIdz0/NeFXhDhgzByy+/jPT0dOzatQtVVVWX7f9DRETUn8hlbDxQ4YCrwx+Wc1FobDtkg1op4Nax0s1ezZkQi0nDjfjogA37KpxhPfeFFg/Kz3fgllFmSQpcolBKTdAg3qIK63YJvboHz+12Q6PR4MEHH8TUqVOxf/9+iKKIjo4OBAKBUGckIiKSHbmMjT6/iAOnXJgxmkvbIlGT3YsDJ124ZbRZsvvfgK4PJH5wRyIuNJ/H69sbMMiqRkp8eJpCFJbaAYA/wxSVBEFAfqYROw61oc3lQ4yx1y1QrluvzrBs2TIIggBRFLv//+nTp7Fs2TKIoojOzvDv0E5ERCQluYyNsUYV9pY7+eY4Qn16uA0BEbgjRBub94VOo8AT9ybjuXdr8Mrmejz/0GAYdaEtOr0+EV8cc2BUqh6JsWyuQtFpQpYR2w+14VBlO2aOCf3f6l4VeG+88Ub3f//5z3+G1WqF0+nE66+/DgB48MEHQ5OOiIhIpuQyNt40OgYf72sO2yfDFDwdngB2HXVg9FA9UuI1UscBACTFqbHkrkS8uKkO6z5pwI//TzIUIVxufPCUE86OQFje9BJJJWugDhaDEgdPOcPys96re/Dq6+vxzjvvYNWqVbhw4QJmzpx5yfd5Dx4REfU3chkbZ4yJhSh2dSGkyLLnmAPtnYGwbGzeF2PTjZg3zYri6nZs+ro1pOcqLHXArFdgfAabq1D0UigEjM8w4NhZN9o7Q3/PdK8KPJPJhNjYWDQ1NaGmpgZ1dXUwGAyhzkZERCRbchkbc4YYYDWrUFQe3sYYdGMCoogdh9swyKpGbppe6jiXuWdyLMZnGLCpqBWHKkPz4UFdqwdl59yYPsrC5ioU9SZkmuAPAEeq2kN+rl4VeEajEXfffTdefvllPP7443j66afx8ssvAwDa29vR2tqKlhZp2uoSERFJQS5jo0IhYEq2CRXnO9BkD98+S3RjjlS1o97mxezxsbJcCaUQBDx+ZxIGxqmx7pN61LZ4gn6OXaUOAMCMXHPQj00kNyNT9dBrFGHpptnrjc4vGj58OP7whz+gqqoKL730Eh588EF8//vf797YlYiIqL+Remy8uDn2vgou04wU2w/aYNIpcNOI8G5s3hd6rQJP3JcMAHhlcx3cnuB1h/X5Rewpc2DEEB0Gxsnj/kOiUFIpBYwdZkBxdTs83tB2Wu7V3dgPP/wwFAoFFAoFmpubcfr0aajVajz++OPYtGkTlErp2voSERFJQU5j49BEDZJi1Sgqd2LOBHndz0WXO9PQieM1Hbh3ciw06j5/1h5Wg6waPH5nEl7ZXIfXtzVg2T1JQZlxPFTpgr3dj4cLBgQhJVFkmJBlRFG5E0fPukN632mvCrx33nnnkv9ts9mwd+9e7NixAw888ACefPJJTJ06NSQBiYiI5EhOY6MgCJiaY8KmolbUtXqQzBkRWdt2yAalArhtbIzUUXolP9OIeyfHYvNeG7but+GeSXE3fMzCUjtMOgXyM9lchfqPMWkGqJUCDp5yhbTAu66PjZqamvDHP/4RCxcuxBtvvIENGzbg3Llzwc5GREQUMaQeGyd/s0yTzVbkzeb0oeiEE1OyTYg1Rc62FvOmWjEmTY+/ftGCkuobaxLR2ObF0TNu3DzKDI1K3jOYRMGk0ygweqgehypd8AfEkJ2nV39ZFi9eDFEUIYoiFAoFTp48ieHDh+PkyZPIyMjAiy++GLKAREREciS3sXHwAA1SEzQoOuHEfZPjZNm4g4DPiu3wB4DZ+ZG1lFahELBkThKee6cGr35cj18+nHLdG5MXltoBADNGc+876n/yM404XNWO8ho3RqaGpvNyrwq8N998EwBQXFyMsWPHAgBOnTqFr7/+GgsXLsR9992HxYsXhyQgERGRHMlxbJycbcKGL1pwrsmD1ARtWM9N1+bxBrCzpA05KTqkJUbe62PUKfHEvcn45Xvn8crmOjy7YDC0fbyH0OcXsfuYA9mDdRg8gEuJqf8Zl2GEQmjEgVOukBV41/ytFEUR69evR0dHB7Zv347ly5ejtrYWmzZtQkFBAcaMGYPm5mZcuHAhJAGJiIjkRq5j48Vumnu5TFOWvjzuhMMdwGyZbWzeF0MStPjBHQk41+TB/+5ohCj2bZlZcXU72lx+FORy9o76J7NeiewUHQ6eciHQx9+f3rpmgScIAgYNGoTnnnsOI0eORE1NDVavXo2DBw+ivr4e7e3t+PGPf4xBgwaFJCAREZHcyHVsTIhRI2OgFkXlzj6/8abQEkUROw7bkBijwrj00HxqHy5Tcsy4Kz8GReVObDvU1qfn7iyxw6BVYGIWm6tQ/5WfaUKr04/qus6QHL9X8+qzZs3Cr3/9a+j1euTn5+OFF17A/fffj7i4OIwbNw719fUhCUdERCRXch0bp2Sb0NjmQ1WI3jjQ9Sk948b5Zi/uGB8LhSLy7498YPoAjEzV48+7m1F2tndNV5rsXpSebsfNI82y3x6CKJQudo8N1abnfWrfNGvWLMyaNQsAMG/ePABARkZG8FMRERFFCLmNjZOGm/BuYTO+PuFExkCdZDnoUtsP2qDXKDB9lFnqKEGhVAhYencSnn27Br/9qKvpSrzl6k1Xdh91QARQkBsd14Doeg0wq5CepMWBUy7cf7M16E2x+PEJERFRFIkzqZAzRId9FU4EQtiGm3rvfLMHpWfcKMg1Q6+JnrdeZn1X05UOj4jVW+rh8QZ6fKw/IGLXUTsyB2qREh95DWaIgi0/y4i6Vi8utHiDfuzo+StDREREAIAp2WbYXH6Un++QOgoB2HGoDYIA3D4uMjY274u0JC0W356A0/WdeOvvTT3e+1lyuh2tTj9mjmFzFSIAmBDCZZos8IiIiKLMhCwjlAqg6AS7aUrN4fbjizIHJmYZr7mEMVLdPNKM2/Is2HPMgc+L7Vd8TGGJHXqNApOGm8KcjkieBlo1GGRV4wALPCIiIroWs16J0UMN2HfSCZ+fyzSltLPEDq9fjOitEXrjoRnxGD5Yh3cKm1B+3n3J95raPDhS3Y5pI0x93jePKJrlZxpxur4TTfbgLtPkbxkREVEUmpJtgqsjgGO97HBIwefzi/jsSBsykrXIGhTdDW9USgE/mpsEi16JtVvr0er0dX/v00OtEEVweSbRP5mQ1TWjHexlmmEt8FwuF1577TU89NBDOHDgAABg06ZNmD9/Ph544AFUVFSEMw4REZHkmpqasGTJEixcuBALFixATU1NUMbG8RlGqJUCl2lKaG+5EzaXH7Pzo3v27qJYowrL7kmG0+3Hmi118PpEBAIidhxoQXqSFqkJbK5C9I/SEjUYYFYFvcDr0zYJN6qzsxNpaWmIj4+H3++H0+nEm2++iQ0bNqCsrAwvvvgi1q1bF85IREREkgoEAnj++eeRlJSEjRs3Yv369SgqKrrhsVGvVSAv3YCDlS54vAHuOxZmoihi2yEbrGZVv9rUO3OQDo/cmoA3P2vE24VNGJ9hQGObF/dMSpA6GpHsCIKA/EwjPj3SBnu7HxaDMijHDetfe6vVijvuuAMGgwEAUFxcjPHjx0Oj0SAvLw/V1dXhjENERCS5xMREJCUlAega7IM5Nk7JNqHDI6K4mss0w628pgNnGjy4Pc8CZRRsbN4XM8dYUJBrxs4SO978rAl6jQJTstlchehKJmQaIYrA4crgzeKFdQbvn7W2tsJi4XpsIqJg8fv9qKqqgs0mvzf0Q4akQqkMzqeT0aitrQ3vvfceFi5ciJMnTwblmGOHGaBTCygqd2IiuxeG1bZDNmjVAgpy++f7nIUzE3Cu0YPKuk7cOcEKXRTt/0cUTMMH62DWK3DglAszgvT3QtICz2g0wuX6tlpVq3tuH6xQCLBaI3eJg9T5bTaDZOe+lthYQ0ivjdTX/npFw2vGax9817r2VVVVePi5QuhjksOY6trcbXV455cGpKenSx1FllwuF1asWIGnnnoKNput12MjcO3fs6kjY/DlsTbojDoYtNIV2JHy9yAYOS80d+JwVTvunjwAQwaFpsCLhOv5zCPpePuzOjxQkAhrrEbqONcUCdcUYM5gk0POKSNisLPYBp1BB4Puxv9OS1rgjR49Gi+99BJ8Ph/KysqQk5PT42MDAREtLcHfJyJcrFajpPnl+Gn+RTZbe0ivjdTX/npFw2vGax9817r2Nls79DHJMMSmhDFV7/T25yYhwRyGNPLhdruxYsUKLFmyBOPGjUNjY2Ovx0bg2uPj+GE67Cy24fP9jbhppHTXNlL+HgQj54adTYAIzBgRun9zJFxPBYBHCqywxmpknxWIjGsKMGewySFnbqoWnx4SUXi4qcflzH0ZG8Na4DU2NmLlypWoqqrC8ePHMWnSJMybNw8LFiyA2WzGqlWrwhmHiIhIcq+++irKy8uxZs0aAMDs2bODOjaOGmqAUadAUblT0gKvv3B1+LH7mB15GQYkxUXnxuZEFFwjU/XQqQUcPOUKyv2qYS3wEhISsH79+su+vmjRonDGICIiko2VK1di5cqVl309WGOjSilgUpYJu4/Z4XD7YdbzPshQ2nXUgU6viDujfGNzIgoejUqBMcMMKK5yweMLQKO6sXtWeccrERFRlJucbYI/ABw4Kf/lUpHMHxDx6eE2pCZokJMS3RubE1FwTcgyocMrouys+4aPxQKPiIgoyuWk6BBrVGJvOTc9D6UDJ11odvgwe3wMBKF/bY1ARDdmbJoBKiWCsuk5CzwiIqIop1AImDTchOPn3LA5fVLHiVrbDtkQY1BiSjbvdSSivtFrFRiVasChShcCAfGGjsUCj4iIqB+Ykm2CCGBfBWfxQuHUhQ5U1nZiVp4FahVn74io7yZkGuFwB1BxvuOGjsMCj4iIqB/IGKhFvEWFIi7TDInth9ugVgq4dUyM1FGIKEKNyzBCEIADN7hMkwUeERFRPyAIAqZkm3CqthONbV6p40SVJrsX+yucmDbCBIuBXUqJ6PpYDEoMH6TDwVMuiOL1L9NkgUdERNRPTMnp2l+JzVaC67MjdgREYDa3RiCiG5SfZUSzw4fTDZ7rPgYLPCIion5iSLwGg6xqLtMMog5PAIWldoweqkdKvEbqOEQU4SZkGgEAB09d/99pFnhERET9xMVlmmcbPTjffP2fDtO39hxzoL0zwI3NiSgo4i1qpCVqbmi7BBZ4RERE/chkLtMMmoAoYsfhNgyyqpGbppc6DhFFifxME843e1Hbcn0fxLHAIyIi6kcGxmmQlqhBUbnzhm7iJ+BIVTvqbV7MHh/Ljc2JKGgmZHUt07zebpos8IiIiPqZydkm1LV6caaRyzRvxPaDNph0Ctw0wiR1FCKKIoOsaiTHqa97mSYLPCIion5mcnZXQVJ0gss0r9eZhk4cr+nArWMt0Kj5doqIgkcQBORnGlFV14kWh6/Pz+dfJCIion4m3qJG1iAd9pY7EeAyzeuy7ZANSgVw21hubE5EwfdtN82+z+KxwCMiIuqHpmSb0OzwobK2U+ooEcfm9KHohBNTsk2INamkjkNEUWhYshZxJiULPCIiIuqdScONEATg6xMOqaNEnM+K7fAHuLE5EYWOQhCQn2HEiRo3HG5/354bokxEREQkYzFGFUYO0WNfhQv+AJdp9pbHG8DOkjZkD9YhLUkrdRwiimITsowIiMCRqr7N4rHAIyIi6qemZJtgb/fjRI1b6igR46sTTjjcAdyZz9k7Igqt7BQ9jDpFn7dLYIFHRETUT03IMkKpYDfN3hJFEdsP2ZAYo8K4dIPUcYgoyikVAsalG3H0dN8+hGOBR0RE1E8ZdUqMSTNg/0kXfH4u07yWo2fcON/sxR3jYqBQcGNzIgq9CVlGePv495kFHhERUT82JceE9s4ASk+3Sx1F9rYfskGvUWD6aIvUUYionxidqodW3bcPlFjgERER9WPj0o3QqAQUlXOZ5tWcb/ag5LQbBblm6DV8+0RE4aFRKzAmrW9LwvkXioiIqB/TaRTISzfgUKULnd6A1HFka8ehNggCcPs4bmxOROE1abipT49ngUdERNTPTc0xo9Mr4kgVl2leicPtxxdlDkzMMiLeopY6DhH1M5OGG/v0eBZ4RERE/Vxumh56jYLLNHuws8QOr1/kxuZEJAlB4D14RERE1AcalQITsowoqW5He6df6jiy4vOL+OxIGzKStcgapJM6DhHRNbHAIyIiIkzONsHrF3GwjxvqRru95U7YXH7M5sbmRBQhWAgG7YwAABeMSURBVOARERERRg7Rw6xXYC+XaXYTRRHbDtlgNaswMatv98AQEUmFBR4RERFBpRQwcbgJR8+4YW/nMk0AKK/pwJkGD27Ps0DJjc2JKEKwwCMiIiIAwJRsEwIicOAkZ/EAYNshG7RqAQW53NiciCIHCzwiIiICAAwfrEOcSclumgDqW704XNmO6SPNMOqUUschIuo1FnhEREQEAFAIAiZnm1Be04EWh0/qOJLacbgNAHDHeG5sTkSRhQUeERERdZuSbYIIYF9F/53Fc3X4sfuYHXnpBiTHaaSOQ0TUJyzwiIiIqNuwJC0SY1QoOtF/C7zdRx3o9HJjcyKKTCzwiIiIqJsgCJiSY0JVfSfqbV6p44Sd3y9ix+E2pCZoMGIINzYnosjDAo+IiIguMSXbBAD9ck+8r4+3odnhw+zxMRAEbo1ARJGHBR4RERFdIiVei5QBmn65THPTl02IMSgxJdssdRQiouvCAo+IiIguMyXHhJpmD2qaOqWOEjaVtR04ca4ds/IsUKs4e0dEkYkFHhEREV1m8jfLNPvLnnhen4i3dzZBoxJw6/9r786Do67vP46/Nje7m9McQCI3CSgiAoUwXFUUWy3WUX+dQMlgofysB4cw/hSLI7ZMM7QFRVARz5FRURwGOUSEH4dIQyJYQeQIEIgo5MJNyC65Nvn+/uAnLfUgm+zmu9/l+ZhxJuDufl/7TdhX3ruf/Wx/PhoBgHUx4AEAgO9JS4hUj7Ro7T7slmEYZscJuBXbKnS8tF5/GJeuODsfbA7AuhjwAADADxrax6nyaq9OlIX2Ms1t+89p+xc1uql/nMYOSjI7DgC0CQMeAAD4QUMznbIptJdpHjtdpxXbKtSrU7Qm3phsdhwAaDMGPAAA8IOSYiOUmR6jgiNuNYfgMs0qj1dL1pXKEROuaeM6KiKcjVUAWB8DHgAA+FHD+jjlcjfp6Dd1ZkfxK2+ToefWl+lcbZOm/SpNic4IsyMBgF8w4AEAgB81uLdTYTYpP8SWab6946yOfFOn3/48WZnpHcyOAwB+w4AHAAB+VJw9XNd26aBPi9xqag6NZZqfHKzR5s+rNfLaWI25Ps7sOADgV0Ex4A0ePFi5ubnKzc3Vnj17zI4DAEC78Xg8Wr58uSZMmHCxA9esWaOcnBz95je/UVFRkckJL3zoeU1ts778qtbsKG12sqxer22uUPe0aE0akyybjffdAQgtQbHgvG/fvlqxYoXZMQAAaHf19fXq1q2bkpOT1dTUJLfbrddee02rVq3SwYMHtWjRIi1btszUjIN6OfT6lkoVHHGrfze7qVnaoqa2SYvXliomyqZp49IUFREUz3MDgF8FxYAXSE1NTTp16iuzY6iqyq6qqvMX/3z11V0UHs4HqQLAlS4pKUljx47V1q1bJUn79u3TwIEDFRUVpQEDBujEiRMmJ5Ts0eHq392uPUc9uneMocgI673q1dRs6LkNZXK5vfqfuzsrOS7S7EgAEBBBMeCdOXNGOTk56t69ux5//HHFxsZ+7zJhYTYlJTl8vu3i4mI9+HShOsR39EdUv6itLtWbT9nVo0ePdjtmVVXwPuOakGBv1fe2pVr7s2O2UPiece7973Ln3srZcYHL5VJcXMvfF9Ze/85uHnSV9h77SsWVTRp2TbzP1zf78eDVD0/r4Fe1mvLLThox4Mc/787snC1llZySdbKS07/IaZ6gGPC2bNkiSVq6dKleeeUVzZw583uXaW429O23Hp9vu6rqvDrEd5Q9IaPNOf2pqup8q+5PW44XrAJ9LpKSHO16rv0lFL5nnHv/u9y5t3L276SkfP9JviuJw+GQx/Ov8xQZ+dOvNLW2H33VKzVc0ZE2bdl7Vlkdff/1wczHg91H3Fr9SaWys5wa1afDT+awyuOWVXJK1slKTv8ip3/50o2mLz73er0Xv05MTDQxCQAA5uvXr58KCwvl9Xq1f/9+9enTx+xIkqToyDAN7OnQP497VNfQbHacFjtVUa+XN5Xr6uQoTRmbwqYqAEKe6a/gnT59WrNnz1Z0dLScTqcWLFhgdiQAANpNRUWFZs2apeLiYh06dEhDhgzRXXfdpfHjxys2Nlbz5883O+JF2VlO5R9265/FHg3rE/yvtHrqLmyqEhlu04w7Oio60vTntQEg4Ewf8Lp06aJVq1aZHQMAAFOkpKT84E7S9957b/uHuYx+Xe2yR4dp9xF30A94zc2GXvigXBXVXs2+q5NSE9hUBcCVgaeyAABAi0RG2PSz3g7tP3Fenroms+P8pNX5Lu0/eV73jEiy9Ec7AICvGPAAAECLDc1yqqlZ2nMseDcl2HvMo7UFLg3u5dCvfpZgdhwAaFcMeAAAoMWuubqD4u3hKjjiNjvKDzr9bYNe/LBMnZMiNfUXqWyqAuCKw4AHAABaLCzMpp9lOvTlV7Wq9ngvf4V2VFvfrMXvl8qmC5uqdIji1xwAVx4e+QAAgE+ys5wyDOnTo8GzTLPZMLT8w3KdcTXqvl+mqlNSlNmRAMAUDHgAAMAnvTrH6KrYCOUfDp5lmusKqrT3uEd3ZidqYE+H2XEAwDQMeAAAwCdhNpuGZjl19HSdKs81mh1H+054tPof3+r67nbdOSzR7DgAYCoGPAAA4LPsPk5JUmGRucs0y1yNeuGDcqUmROoPv0xVGJuqALjCMeABAACfdU2JUsfESO0+XGNahrqGZi1eW6qmZkMz7ugoR0y4aVkAIFgw4AEAAJ/ZbDZlZzl1srxBZ1wN7X58wzD08kfl+vpsg6bemqqMZDZVAQCJAQ8AALTS0KwLyzQLTNhsZePeahUWeXT74AQNyXS2+/EBIFgx4AEAgFZJvypKXVKilH/ELcMw2u24B0rO652dZ9Wvawf914ikdjsuAFgBAx4AAGi17CynznzbqFOV7bNMs6K6Uc9vKNNVsRG6/7Y0hYWxqQoA/DsGPAAA0GrfLdPc3Q7LNBsam/XsulLVNxqafkdHxXZgUxUA+E8MeAAAoNVS4iPVs1O0dgd4maZhGHrtfytUUt6gybekqFtqdMCOBQBWxoAHAADaZFiWU5XnvCourQ/YMTZ/fk67Dro19oZ4Db8mNmDHAQCrY8ADAABtMiTTKZuk/AAt0zzyda3e3lGpPhkxyhl1VUCOAQChggEPAAC0SYIzQn2ujlFhkVvNzf5dpvltjVdL1pcpzh6uB29PU0Q4m6oAwE9hwAMAAG2WnRWrKk+TDn9d57fbbPQaWrKuVOfrmzR9XEfFOyL8dtsAEKoY8AAAQJsN7u1QeJhUcMR/yzRXbKvQ8dJ6TbopRT07xfjtdgEglDHgAQCANovtEK5+Xe0qPOqWt6ntyzS37T+n7V/U6Mb+cRp9XZwfEgLAlYEBDwAA+EV2llOeumZ9WXK+Tbdz7HSdVmyrUM9O0Zr482Q/pQOAKwMDHgAA8IuBvRyKDLdpdxuWaVZ5vFqyrlSOmHBNH9dRkRFsqgIAvmDAAwAAftEhKkwDeti195hHDY3NPl/f22ToufVlOlfbpId+laZEJ5uqAICvGPAAAIDfZGc5VddoaN8J35dpvr3jrI58U6ff/jxZWekdApAOAEIfAx4AAPCb67vbFRPl+zLNTw7WaPPn1Rp5bazGXM+mKgDQWgx4AADAb6IiwzSop0OfF59XbX3LlmmeLKvXa5sr1C0tWpPGJMtm4313ANBaDHgAAMCvsrOcamwy9Nlxz2UvW1PbpMVrSxUTZdP0cWmKiuBXEwBoCx5FAQCAX13b1S5HTNhll2k2NRt6bkOZvnV79eDtaUqOi2ynhAAQuhjwAACAX0WE2zSkt1MHSs6rprbpRy/37s6zOvhVrXJGXaVrutjbMSEAhC4GPAAA4HfZfZxqapb2HP3hZZq7j7i1cW+1srOc+sXA+HZOBwChiwEPAAD4XVZ6jBIc4dp9pOZ7/+9URb1e3lSuq5OjNGVsCpuqAIAfMeABAAC/CwuzaUimU4dP1anK7b349566C5uqRITbNP2OjoqO5FcRAPAnHlUBAEBADOvjlCGpsOjCZivNzYZe+KBcFdVePXBbmtIS2FQFAPyNAQ8AAAREj47RSo6LUP7/76a5Ot+l/SfP6+7hSerfnU1VACAQGPAAAEBA2Gw2ZWc5dfxMvd7/R4XWFrg0qJdD44YkmB0NAEIWAx4AAAiY7D5OSdJLH5xR56RI/fcvUtlUBQACiAEPAAAEzNXJUUq/KlL26DDNuKOjOkTxqwcABFKE2QEAAEDostlsmnlHJ9mdMYqN/PEPPQcA+AdPowEAgIBKS4xU17QYs2MAwBWBAQ8AAAAAQgQDHgAAAACECAY8AAAAAAgRDHgAAAAAECIY8AAAAAAgRJj6MQmGYSgvL08HDhxQbGysFi5cKKfTaWYkAABMRz8CAFrL1Ffw8vPzde7cOb311lsaNGiQVq1aZWYcAACCAv0IAGgtU1/BKygo0OjRoyVJI0aM0PLlywNynNrq0oDcbmtdyNPFpOMGF7POhVXwPTOPlc+9lbPjgvbqRwBA6DF1wHO5XIqPj5ckxcXFqaam5kcvGx4eppSUWJ+PkZLSX4Vv9W91xlBxpZ+H1vzsmC1Uvmec+/Zl5ez4l/boRzOQ07+sklOyTlZy+hc5zWHqEk2HwyG32y1JcrvdSkhIMDMOAABBgX4EALSWqQPegAEDtHPnTknSzp07lZ2dbWYcAACCAv0IAGgtUwe8MWPGqKGhQRMmTNDRo0f161//2sw4AAAEBfoRANBaNsMwDLNDAAAAAADajg86BwAAAIAQwYAHAAAAACHC1I9JaAnDMJSXl6cDBw4oNjZWCxculNPpNDtWi3k8Hr355pvavn27Zs2apcGDB5sdqcUqKyv1xBNPyO12y+v16m9/+5syMjLMjtVidXV1uv/++1VXV6e4uDgtXrxYMTExZsfySX5+vqZOnaoPP/zQUudekgYPHqy+fftKkmbMmGGpn/09e/bo73//uyQpNzdXt99+u8mJWmb58uUXN+ZwuVzKzMzUokWLTE7VcoZh6Mknn9TRo0fl9Xo1f/58ZWVlmR0raFmlH63Sg1bpPKt1m1V6zCqdZYV+skoXWaVzXC6X5syZI4/Ho7i4OC1YsODyj/VGkNu1a5fx6KOPGoZhGC+++KLx6quvmpzIN2fPnjU2bdpkTJs2zdi9e7fZcXxSVlZmlJaWGoZhGKtXrzb+8pe/mJzIN16v16irqzMMwzDmzp1rbNq0yeREvqmurjYeeughY/z48capU6fMjuOziRMnmh2hVerr643c3Fyjurra7Cht8uc//9n4+OOPzY7hky+//NL4/e9/bxiGYWzcuNH405/+ZHKi4GaVfrRKD1ql86zUbVbqMSt0lhX7KZi7yCqds2jRIuOdd94xDMMw3n//fWPZsmWXvU7QL9EsKCjQ6NGjJUkjRozQvn37TE7km6SkJI0dO1Z2u93sKD5LTU1VWlqaJMlms8nhcJicyDfh4eGKjo5WY2OjKioq1K1bN7Mj+WTBggWaOXOmwsPDzY5yRdmxY4cyMjL06KOPavLkySopKTE7ks/q6+u1Z88eDR8+3OwoPklPT1dlZaUOHz6srVu3atiwYWZHCmpW6Uer9KBVOs9K3UaP+ZfV+inYu8hKnXPu3DlJF151/OKLLy57+aAf8Fwul+Lj4yVJcXFxqqmpMTnRlae6ulpvv/22cnJyzI7is6VLl+rmm29WYmKievToYXacFtu4caN69eqlnj17mh2l1c6cOaOcnBzNmTPHUv9uT506pcrKSi1dulQTJ07UggULzI7ks40bN+rmm29WWFjQP8RfIj4+XmPGjNHcuXNVWlqqgQMHmh0pqNGPgWGFzrNCt1mtx6zQWVbrp2DvIqt0zuTJk3XgwAFNnjxZhw4dUmNj42WvE5xn/N84HA653W5JktvtVkJCgsmJriwej0czZ87UY489ptTUVLPj+Oyhhx7S9u3b1blzZ7388stmx2mx1atXq6CgQA888ICKioo0b948syP5bMuWLVq5cqXS09P1yiuvmB2nxcLCwjR06FCFh4dr+PDhOnnypNmRfPbee+/p7rvvNjuGz7Zs2aLy8nK99957evDBBzVnzhyzIwU1+tH/rNJ5Vug2q/WYFTrLav0U7F1klc6Jj4/XM888o1dffVWDBw9W586dL3udoB/wBgwYcPGNmjt37lR2drbJia4ctbW1mjlzpu6//37dcMMNZsfxmdvtlmEYstlsSk1NVW1trdmRWuyll17SsmXL9PzzzyszMzPoi/E/eb3ei18nJiaamMR3/fv31+7duyVJ+/fvV2ZmpsmJfHPs2DHZ7XZ16tTJ7Cg++/rrr5WSkiLpwtKZiooKkxMFN/rRv6zSeVbpNiv1mFU6y0r9ZIUuskrnfPeKndfr1RtvvKFx48Zd9jpBv4vmmDFjtHXrVk2YMEEZGRmaP3++2ZF8UlFRoVmzZqm4uFiHDh3SkCFD9Mc//tHsWC3ywgsv6MiRI1qyZIkk6dZbb9XEiRNNTtVyRUVFysvLU0xMjOLi4pSXl2d2pCvG6dOnNXv2bEVHR8vpdAb9MpJ/N3DgQPXu3Vs5OTmKjo623GPOypUrdc8995gdo1XuvPNOPfzww5owYYIk6fHHHzc5UXCzSj9apQet0nl0m/9ZpbOs1E9W6CKrdM7Ro0eVl5enhoYGjRs3rkVLSW2GYRjtkA0AAAAAEGBBv0QTAAAAANAyDHgAAAAAECIY8AAAAAAgRDDgAQAAAECIYMADAAAAgBDBgAcAAAAAIYIBDwAAAABCBAMeAAAAAIQIBjygnaxfv167du2S2+3W4cOHNXv2bJWUlOi+++5TSUmJ6urq5Ha7VVZWJkmaMmWKPB6PJOnUqVOX3Nb06dMlSR988IFyc3Mv+W/58uXte8cAAGgluhHwvwizAwBXgq1bt2rnzp2y2+2qq6tTaWmpysvLVVhYqLNnz6qwsFCjR49WYWGhXC6XcnNzL163qqpKTzzxhF5//XWdOHFC69ev17Fjx7RkyRJNmjRJt912m4n3DACA1qEbgcDgFTygHfTr10+NjY3q16+f8vPztWHDBp04cUJr167VN998o7Vr1+qjjz7S5s2bdfLkyUuuu2bNGmVkZEiSEhISdP3118vr9WrIkCGKjo424d4AANB2dCMQGLyCB7SDlJQUffrpp+rZs6fmzp178e8ffvhhrVixQpJUVFSkzz77THa7XStXrpR0YfnJli1bNGrUKC1evFgzZsyQ1+tVVFSUevfurUceeUQul0uGYUiSbDabJGnZsmVyOBztfC8BAGg5uhEIDAY8oB1s2LBBcXFxKigokN1u14oVK5Senq5jx44pNzdXx48fV0ZGhhYuXKiOHTtq27ZtkqTPP/9cTz31lHr27Klly5aprKxM69atU3x8vB555BHl5eUpISFBu3btUklJicaPH88zlwAAS6AbgcBgwAPawZo1azR+/Hilp6crLS1Ne/fu1S233KK33npL99xzj959910tWrRIjz322MU3jxcXF6u6ulqrV6+WJD355JMqLy9XUlKSmpqatGDBAn3yySc6dOiQrrvuOknStGnTNG/ePHXu3Nm0+woAQEvQjUBg2IzvXr8GEDAul0sff/yxEhMTlZ6erqlTp158lrJXr14qLi7W1q1bL3mGccqUKXr22WcvWU5SWVmpsLAwzZs3T88884wmTZqkxYsXa9++fSopKVGPHj20ceNG5eXlmXE3AQBoMboRCAxewQPaQWJi4sWvIyMjlZubq5tuukldu3ZVQ0ODnn766YvvEfgpycnJF7/esWOHRowYoaSkJDU0NMhms2nUqFF66aWX5HK5LjkmAADBhm4EAoMBD2hnn332mYqKipSQkKAuXbpo1apVioqK0qBBg9S3b9+Ll6uvr9fvfve7S647bdo0jRw5UpJ04403auTIkbrrrrtUVVWlv/71r5KkN954o0WFCABAsKAbAf9hiSYAAAAAhAg+Bw8AAAAAQgQDHgAAAACECAY8AAAAAAgRDHgAAAAAECIY8AAAAAAgRDDgAQAAAECIYMADAAAAgBDBgAcAAAAAIeL/ACjUV+ApMQXdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-paper')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-pastel')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-pastel')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-poster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-poster')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-talk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-talk')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-ticks')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-ticks')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-white')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-whitegrid')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('Solarize_Light2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G7+fWq46iomLmzlvCHb/7FSOGDzpuysqx2qS0Ys2KOWAMluVo8HbVHk8/9w92p2fwwjN/Zvy4EbXeLzPzEK++8R8qKtyEh7s4+yejGD50QI337dO7+3GtvE9md9oeepwxvtpt/3rrwzr//LvvzyA83MWa5XNOfmcREQm6sbFJQjyjRgyp12PXRmOjhDKrojDdnPxuDWf24jUsX7eDsvIKEuOjueaCkTgdFg+8/D+SEmKr7vfQzXVrqSviYYyp8zSM/PwC8vILqq0zFGxKSkrJyc2rdt2GiPinv779GQez8wh32R+MLz5rEP27t6e8ooJ3Zy9l/Y69REaEMWXsQPp3b5yp4RKcNDZWp7FRQpnXz/hFRYQz9YZJuMKczJj/HdO+XM4V5wylSVy0wp6clroObACxsTHENmJDFX8QERGugU0kgPxiyii6tW9V7bZ5KzaSX1TCY7deyr6sHJ56azZd27ckJiqilt8iUp3Gxuo0Nkooq3kVyUY0bnAPXJWn+jumNCO/sNjbJYiIiASE5et2MG5wDxwOBynNE2nfKpkNOzJ8XZaIiAQgn17jt3j1Fob1TcWyLAqLS7nvpWnERkcyYVhvBvbo4MvSREREvCbM6eTNmYtxuZz07JTCReMGEu4K41BOPslNjl4GkRQfw5G8Qh9WKiIigcpnwW/aVysId4UxekA3LMviuTt+CsC29AO89P5XpDRrQsvkJif9PeXl5YSFqUeNiDSu9Rs2c+4L63Elt/V1KdWUZaUz59Ze9OrZzdelyGm47eqzAcgvLOb1jxcwe/FapowbQFl5BQ7HMZNzLKtOU/c0NoqEhue+LeLVVfbsufO7uHj67NiT/ISEMq+PCsYY3vt8GYXFJVw/edRxA1hq2xa0adGUvVlH6hT8wsLCyMnNbaxyG1VCfHzA1g6BXb9q951ArT8vvwBXclsiWqb6upTj5OUX1GmfBuq+B7v2UBAbHcmQ3p1YvWk3AInxMWTnFFQ1P8vOyadPapuT/p5AGRsD6TUZKLWqzoblz3XOSzO8uspd9fUX28tIy8whIaLu13V6mz/vzx8LlFrrMz569Rq/Crebf89chMOy+MXk0Tgrj2Iezi2gpNReHDNt3yH2Zh6hXUtdeCsiIqFh/6EcAIpLy1i5YSed29hdFc/o1o4FqzZijCHj4GH2ZeXQq3OKL0sVET+w84jhoSV26BvSCppEWpS5YfZ2rzbrlwDj1TN+KzfsZPm6HSQnxrHu5T0AtG+VxJn9uvLOp0twOBxERbi47sKRJDeJ82ZpIiIiPvPa/+ZTVFKK0+GgX9d2TBjWG4CJI/vxzqffMPXFaYS7wrh+0kjCG2ntTxEJDPmlhrsWuCksh9ax8NAoB+9udvHmmhJmbDNc2aPuS3hIaPHq6DG0d2eG9u5c4/cevfUyb5YiIiLiN+6/cXKNt0eGu7jhojFerkZE/JXbGP60xE1aLkQ44YkxDhIiLC7rGcGba0rYlQNrMuGM4F2KUU6D15dzEBERERGR+vvXD4bF9qQ5pg636NLUPrPXuamzKuzN2KrpnlIzBT8RERERET+3ZI/h9TV2qLuyh8XZHat/jJ/cxQ6BX+825JYo/MnxFPxERERERPxYWq7hwcVuDDCgBdwy4Phr+Ma1s4gLh5IKmLNTwU+Op+AnIiIiIuKnCssMd813k18GLaLh4VEOwhzHB7/IMIvzOtm3z9hqMEbhT6pT8BMRERER8UPGGB7+xs3OHAh3wONjHTSNqr1j5+RU+3vbj8D6LG9VKYFCwU9ERERExA+9s8HwdZq9fedQix5JJ16moXOiRZ9m9vZ0NXmRH1HwExERERHxM8v2Gl5ebYe3S7paXJBat4/tniYvX+4y5Jcq/MlRCn4iIiIiIn5kb57h/kVu3Ab6NoPfDar7guzj21nEuOwmL5+ryYscQ8FPRERERMRPFJcb7l7gJrcUkqPg0dEOXM66B78ol8W5HdXkRY6n4CciIiIi4geMMTz2rWHLYQhz2KEvObruoc/DM91zy2HYlN3QVUqgUvATEREREfEDH2wyVdMz/zDYom/z+oc+gK5NLXom2dvTt+iMn9gU/EREREREfOy7A4bnV9kh7cLOFhd1ObXQ5+E56/fFLkNBmcKfKPiJiIiIiPjUgQLD1AVuKgz0TII7hlpY1ukFvwkdLKLDoKjc7vApouAnIiIiIuIjJRWGexa4OVwCiRHw2BgHEfVo5lKbaJfF2cc0eRFR8BMRERER8QFjDE8vN2w4BE4LHhnjoEXM6Yc+jymV0z03HoLN2Qp/oU7BT0RERETEB6ZvNczaZgeyWwdaDGjRcKEPoHuSRdem9rbO+omCn4iIiIiIl/2QafjrCjuMnd3B4oruDRv6PDxn/ebsNBSpyUtIU/ATEREREfGirEL7ur5yN3RJhHuHn34zl9qc08Ei0gmFZfDVbgW/UKbgJyIiIiLiJWUVhnsXuskqgvhweGKMg8iwxgl9ADHhFhM6qMmLKPiJiIiIiHjN31YZ1maCw4KHRjloHdd4oc/Ds6bfuizYeljhL1Qp+ImIiIiIeMEn291M22wHr9+cYTG0deOHPoBeyZCaaG/rrF/oUvATEREREWlkGw8ZnvzWDl1ntYNrenkn9AFYlsXkVPvxPt9pKC5X+AtFCn4iIiIiIo3ocLHh7vluSt3QMQGmnulotGYutTm3k0WEE/JK4Ws1eQlJCn4iIiIiIo2k3G24b6GbA4UQ44InxjqIcXk39AHEhVuMb1/Z5GWbgl8oUvATEREREWkkL31nWHXA3v7zSAft4r0f+jw8TV7WHISdRxT+Qo2Cn4iIiIhII/hip5v/brQD1g19LUa28V3oA+jbzJ5qCmryEooU/EREREREGtjWw4ZHltrhamQb+EVf34Y+qGzyUnnWb/YOQ0mFwl8oUfATEREREWlAOSV2M5eSCmgXD38a4cDh5WYutTmvk0W4A3JLYX6agl8oUfATEREREWkgFW7Dg4vdZORDdBg8McZBbLh/hD6AhAiLcZVNXqZrumdIUfATEREREWkg/1hj+HavvX3fmQ46NvGf0Ofhme65+gCk5Sr8hQoFPxERERGRBjAvzfDmOjtIXdvL4qz2/hf6APo3t6eggpq8hBIFPxERERGR07TziOGhJW4AhraCX5/hn6EPqjd5+XS7oVRNXkKCgp+IiIiIyGnILzXctcBNYTm0joW/jHLgdPhv8AOY2MkizAFHSmBhuoJfKFDwExERERE5RW5j+PMSN2m5EOG0m7kkRPh36ANIjLQY21ZNXkKJgp+IiIiIyCn69w+GRXvs7XuHW3Rp6v+hz2NK5XTPlfthT57CX7BT8BMREREROQVL9hheW2MHpit7WJzTMbA+Wg9oCW3i7O2ZOusX9ALr1SkiIiIi4gfScu31+gwwoAXcMiBwzvR5OCyLSal23Z9sN5S7Ff6CmYKfiIiIiEg9FJYZ7p7vJr8MmkfDw6MchPl5M5fanN/ZwmlBdjFVU1YlOCn4iYiIiIjUkTGGR5YaduRAuAMeH+OgaVRghj6ApCiL0W3t7Rlb3b4tRhqVgp+IiIiISB29s8Ewd7c9JfLOoRY9kwM39HlM6WJHgmV7YW++pnsGKwU/EREREZE6WLbX8PJqOxhd3NXigtTg+Cg9uBW0igEDzNqm4BesguPVKiIiIiLSiPbmGe5f5MZtoE8z+P2gwD/T5+GwLCZVLu0wa5uavAQrBT8RERERkRMoLjfcvcBNbikkR8Fjox24nMET/AAuqGzyklUE32T4uhppDAp+IiIiIiK1MMbw+LeGLYchzAGPjnaQHB1coQ+gWbTFiBR7W01eglOYtx9w9uI1LF+3g7LyChLjo7nmgpE0T4xj+rxVLFu3A1eYk/FDejJ2UA9vlyYiIuJTH3y5nK+Xb+CJ2y4nJiqCd2cvZf2OvURGhDFl7ED6d2/v6xJFQs4HmwxzdtpTH/8w2KJv8+ALfR5TujpYuMfN0r2wv8DQMiZ4/9ZQ5PXgFxURztQbJuEKczJj/ndM+3I5w/ulsmnXPv5y08UUFJXwyBsz6dq+Fa2bNfF2eSIiIj6xfnsGufmFVV/PW7GR/KISHrv1UvZl5fDUW7Pp2r4lMVERPqxSJLQszyjj+VV26Luws8VFXYI7CA1tBS2i4UChfa3fjf2C++8NNV6f6jlucA9cYU4AOqY0I7+wmGU/7GBU/26Eu8JIjI+hb5d2rN2S5u3SREREfCKvoJjp81Zx5TnDqm5bvm4H4wb3wOFwkNI8kfatktmwQxfeiHjLwQLDHz4voMJAzyS4Y6iFZQV3EHI6LC5MPdrkpUJNXoKK18/4HWvx6i0M65vK4tVbSG4SW3V7UkIMR4456imNo7y8nK3bdp3yz8fFxpCXX9BwBR2jS2oHwsJ8+vIUEfGatz9dwqSxA4iNjqy67VBOfvWxMT6GI3kaG0W8wRjD1EVuDhVBYgQ8NsZBRJA1c6nNhakW//zBcLAQvt0LI9r4uiLvWrHP8MQyN9f3L+b8IJtd77NP1tO+WkG4K4zRA7oxb+VGHI5jTz7W74hKQnx8wxfoJb6sff2GzVz2r124ktue4m/IbdB6PMqy0plzawy9enZrlN/vodeN7wRi/XGxMTTWa/50xcXG1HmfBuK+D3bzV26iSVw0fVKrf7oqK6+oPjZawTk2BkqdEDi1qs7TtzyjjB8y8wF49txYurZy+biik2uo/ZkQD6Pb5zN/VxmzdzmZ2DP25D9Ur9/vv897Wk4FUxflkVsCr6ws5sreCTiC6Cyv14OfMYb3Pl9GYXEJ108ehWVZJMbFkJ179MxRdk4+repxfV9Orn9+GDuZhPh4n9ael1+AK7ktES1TfVZDbfLyCxp13/h635+OQK4dArf+xjq73RDq+n4J1H0P/v1B4XQt/G4TAA+/NqPqtr+9+wVutyE7p4CkBPtDV3ZO/nHh8EQC4bkOpNdkoNSqOhvGf763u1oOSQmje3wROblFPq7oxBp6f07sYJi/C+bvKmPr/hyaN1AXU39+3ovKDDfPcZNbYn+dWWj4ZkcufZr5d/Crz/jo1eBX4Xbz1qzFREdG8IvJo6uOXJ7RrR2LV29mUM8O5BUUs257BheO6e/N0kRERHzigV9Nqfb1bx75N7ddfTZzl29gwaqNpLZtzt7MI+zLyqFX5xTfFCkSQnJKDPPS7GvbLusZART7tiAfODMFmkVBZhF8ss3wi77+HX5OlzGGR781bD9iL9mRHAX7C2B+mvH74FcfXg1+KzfsZPm6HSQnxrHu5T0AtG+VxPWTR7Mv6wgPvPw/HJaDS38yiCZx0d4sTURExK9MHNmPdz79hqkvTiPcFcb1k0YS7tK1zyKN7bMdhjI3xIfDhE4uigtDL/iFOSwuSLX41w+GmdsMP+9jgmrK44/9d6Phy1122L9jsEVOCbz8vWFBuuGWASZomvp4dQQZ2rszQ3t3rvF7V54zrFo3MxERkVD0ytSfV23fcNEY3xUiEoKMMUzfageAiZ0tIsKsEDzfZ7sw1eLfPxj2F8DyfTCsta8rahwr9xle+s5+zienWkzp6mBXjuHl7w178mD7EUhN9HGRDcTryzmIiIiIiPijNZmwK8fenhzka/adTOtYi6GVYW/6Vrdvi2kk+wsM9y1yU2GgVzLcPsR+zjskWHROtGPS/LTgWdJCwU9EREREBJhZebavX3PomBDawQ9gchc7KixKh0NFwROAAIrLDXfPd3OkBBIj4bHRDsKPWbLjJ53CAViQHjx/t4KfiIiIiIS83BLD3N32h/wpIX62z2NUG2gaCRUGPt0ePAHIGMOTywybssFpwaOjHTSPqf6c/6STvYTH1sOQkRccf7uCn4iIiIiEvM93GkoqIC4cxrVT8AO7ycuFqfa+mLHV4DbBEYA+2mKYvcP+W24bZNG/xfHPd69mTlpU9pqcHyRn/RT8RERERCSkHdvU5dyOFpFhCn4enuCXkQ+r9vu4mAbw/UHDsyvs5/q8ThaXdav5ubYsizGVBwAWBMl1fgp+IiIiIhLS1mfZ3RtBTV1+rE2cxeCW9rYnHAeqzELD1IV2M5euTeGuodYJl2oY09b+3g+ZwXGNo4KfiIiIiIS0GZWBpncypCYq+P3YlK52ZFiQbjhcHJgBqLTCcO/UqWODAAAgAElEQVRCN4eKICECnhjjOOmZ3X7NoUkEGGBhEEz3VPATERERkZCVX3p08W41danZ6DaQGAHlbpgdoE1enl1h+CETHBY8NMpBq9iTP9dhDotRbSqneyr4iYiIiIgErs93GoorIMYF49sr+NXE5bSY2Lmyycs2gwmwJi8zt7r5uPKs7s39LYa0qvvz7LnOb+V+yCsNrL/7xxT8RERERCQkGWOqpnme09EiyqXgVxvPtY9pubD6oI+LqYf1WYanltvP8fj2Fj/tWb/neHAriA6zz3Yu2aPgJyIiIiIScDZlw5bD9rameZ5Yu3iLAS3s7elbAiMAHSoy3L3ATZkbOjeB+4afuJlLTSKcFsNTgmO6p4KfiIiIiIQkT4DpkQRdmyr4nYwnHM9LM+SU+HcIKncb7lvoJrPQXpvx8TGOUz6jO7at/f+lGVBc7t9/94ko+ImIiIhIyCkoO9rURUs41M2Ydhbx4VDmhs92+HcAemGVYfVBsIA/j3TQNv7Un+MzUyxcDiiugOX7Gq5Gb1PwExEREZGQ8+UuQ2G5ff3WhA4KfnURcUyTl+lb/bfJy2c73Ly/ya7txn4WZ6ac3vMbE24xuJW9PT+AF3NX8BMRERGRkONp6jKhg0WMmrrUmefs6K4cWJPp42JqsDnb8Pi39nM7ug38vE/DPLeexdwX7zGUuwMz/Cn4iYiIiEhI2Zxt2HjI3p7SVaGvPjomWPRrbm/P3OpfASinxHD3fDclFdA+Hh4c4cBRz2YutRnVxsJhQW4pfH+gQX6l1yn4iYiIiEhI8Zzt69oUujf1cTEByNPkZe5uQ66fNHnxNHPZVwDRLnhirIOY8IYL9U2jLPo1s7fnB2h3TwU/EREREQkZRWWGz3dWNnVJrX97f4Fx7SziwqGkAubs9I8Q9Mr3hhX77e0Hz3TQIaHhn1fPYu4L0g1uP72+8UQU/EREREQkZMzdbSgog0invWi71F9kmMW5lftuhh80eZm72/DOeruG6/tYVQGtoY2uvM4vs5CqqcKBRMFPRERERELG9GOausQ24FTAUONp8rL9CKzP8l0d2w8bHv7GDcDw1nBD38Z7TlvHWnSrnBociN09FfxEREREJCRsO2xYVxlStHbf6UlNtOhTec3bDB81eckrNdy1wE1RObSJs9frczoa93n1dPdckO77M531peAnIiIiIiHBE1A6N4FeyT4uJghMTrVD0Je7DPml3g1BbmN4cLGbPXn2tN3HxziIj2j8MD+2chppWq69pEUgUfATERERkaBXXG6qGpFM7qKmLg1hfHuLGBcUV1DVMMdb3lhr+CbD3p56pkVqoneez44J0DbO3p4XYNM9FfxEREREJOjNSzPklUKEk6rGJHJ6oly+afKyMN3wxlr7sX7a02JCB+9FGsuyqs76LQiwZR0U/EREREQk6Hmauoxvb3llSmCo8FwrueUwbMpu/MfbnWP40xK7mcuglnBTf+8/l57r/DZnw778wAl/Cn4iIiIiEtR2HjGsOWhvT1JTlwbVtalFzyR7e/qWxg1BBWV2M5fCMmgZAw+PchDWyM1catIzGZpF2duBdNZPwU9EREREgtqMbfaH8w4J0K+Zj4sJQp4w/eUuQ0FZ4wQhYwwPfeNmV449XffxMQ6aRPomxDuso2sFLgig6/wU/EREREQkaJVUGGZvtz+cT1FTl0YxoYNFdBgUltvhrzG8tc4wP83evmuoRfck3z6PnumeazIhuygwwp+Cn4iIiIgErflphtxScDngvE4KfY0hxmVx9jFNXhra0gzDK9/bv/eybhYTO/s+wvRvAfHh4DawaI+Cn4iIiIiIT3mCyLh2Fglq6tJoPE1eNh6CzdkNF4Qy8uz1+gxwRnO4bZB/PIdhDouRbQKru6eCn4iIiIgEpbRcw3cH7O0pXf0jMASr7k2ha1N7u6HO+hVVNnPJLbWbqTwy2jfNXGrjWdZhxT4o8PIC9qdCwU9EREREgpIngLSLh/7NfVxMkLMsiymVZ/3m7DQUnWaTF2MMj35r2HYYwhzw2BgHSVH+E/oAhrSCSCeUueGbDAU/ERERERGvK60wfFrZ1GVyqpq6eMM5HSwinVBYBnN3n14Q+u9GU9Uo5o4hFr2b+d/zFxlmMSzF3p6f7tta6kLBT0RERESCzsJ0w5ES+2zRxM7+FxqCUUy4xYQO9r6efhrTPVftN7z03dHQPqWL/0aWsZXdPZdmGEoq/Pusn//uRRERERGRU+SZ5jmmrUWij9Z7C0WeJi/rsmDb4foHof0FhqkL3VQY6JUMtw/x7+duRBsLp2UvZbFyn6+rOTEFPxEREREJKnvyDCv229ue687EO3olQ+cm9nZ9m7wUlxvunu/mSAk0jbSv6wt3+vfzFxduMailvT3fzxdzV/ATERERkaAyszJwpMTCwJY+LibE/LjJS3F53cKQMYanlhs2ZYPTgkdHO2ge7d+hz8PT3XPRHkO523/Dn4KfiIiIiASNcrfhE09Tly4WDjV18bpzO1lEOCGvFObV8SzYR1uONuO5bZDFGS0C53kb3dbCAo6UwNpMX1dTOwU/EREREQkai/ZAdrF91uh8NXXxibhwi/Ht697k5fuDhmdX2Peb2Mnism6B9bwlRVn0bmZv+/N0TwU/EREREQkaM7a6ARjVFr9b9y2UeJq8rDkIO4/UHoYyC482c+nWFO4cGphLb3imey5MNxjjn+FPwU9EREREgsLefMOyvfa2Py8BEAr6NoOOCfb2jG01B6GyCsO9C90cKoKECHh8jIPIsMALfXB0WYf9BbA528fF1ELvCBEREREJCrO2GQzQMgaGtPJ1NaHNsqyqs36zt9e8xt0zKw0/ZILDgodHOWgVG5ihDyAlziI10d6u63WN3qbgJyIiIiIBr9xt+KTyzNKkVDV18QfndbIId0Bu6fHXvs3c6ubjLfZtv+1vMbhV4D9fnrN+C9IV/Kpxu93szPDjtjciIiIiEjC+yYDMIrupywWpgR8igkFChFV17duxa/qtz7KXbgD4SXuLq3sGx/M1pvJv3ZUDu3L8L/yFefsBy8rLeXPWYjbv2k9RSSkv3n0tAJt37+PF976iSVw0AE3iorn9mvO8XZ6IiIhPvDptHvuyjlBcWkbfLm254pyhGGN4d/ZS1u/YS2REGFPGDqR/9/a+LlXEL3mauoxIIWDWfwsFU7pafLHL8N0B2HmkAlNiuHuBmzK3vdD71OGB2cylJqlN7LUjM/JhQZqhQx//+ru8HvzAYkjvzkwceQaPvjGz2nc6tE5W2BMRkZB02dlDaBofQ3FpGX/5x3T67WzH3szD5BeV8Nitl7IvK4en3ppN1/YtiYmK8HW5In7lQIFhaWVTl8lq6uJX+jeHdvGQlgvvrSvhh31uMgshLtxu5hLl8q9wdDosy2JMO4t3NxgWpBuu6+Priqrz+jvDFeakb5e2hLuc3n5oERERv9U0PgaAnPwiHJZFy+QElq/bwbjBPXA4HKQ0T6R9q2Q27MjwcaUi/mfWNoPbQPNoGNba19XIsSzLYnLl1Nu31pSw+iBYwJ9HOmgbHzyhz8Nznd+GQ/YBCX/igzN+NbOw2Jt5hPtemkZifAwXjDqDbh3UjknkWOXl5azfsJm8/AJfl3KcLqkdCAvzm39SRALOt2u38fG87ygqKeXyCUNISojlUE4+yU1iq+6TFB/DkbxCH1Yp/upgoeGhJW7O7lLMhR18XY13VbgNs45p6uJ0BF+YCHQTO1u8/L2h3J6Ny439LM5MCc7nqXczSIqCQ0V2k5fLu/vP3+k3n9K6tm/JX/9wFQCrN+3m5Wlf88hvL63TdJaE+PjGLq/R+LL2uNgYINdnj38icbExjb5vAvF1s37DZs59YT2u5La+LqWasqx05twaQ6+e3ep0/0Dc98HyfgnEfR8qhvVNZVjfVDIP5/H3D+YSFRlOWXkFDscxk3Osul8LEyjPdaDUCf5d67PfFbBifykr9hfRPCaGszuH+7qkk2qo/blgVxkHCvNxWHD1GfEkxDXshDZ/ft6P5c91JsTDxC4FzNxcyviOLm4bERMQXVdPdZ/+pFMB768vZcleJzcOiWvgqk6d3wS/Y/Xv3p4Pv1xO1pG8OgW/nFz//DB2Mgnx8T6t3R/PGnnk5Rc06r7x9b4/VXn5BbiS2xLRMtXXpRynrs9ZIO97fxXs+x78+wNNQ2uWGMeA7u3ZmrafxPgYsnMKSEqwz/pl5+TTJ7VNnX5PIDzXgfSa9Odac0oM0ze5q76+56sCmruK6NjEfz9YN+T+fHdNBQDDW0O0ySenAZ8mf37ejxUIdd7W33Buagx9EorIy8vzdTkndTr79MyWhvfXw8q95ew+mEOTyMZ7L9ZnfPSbq1+zjuRRXmG/cddv30NZeQUtkhJ8XJWIiEjjyzqSR9YR+4NQYXEJ67bvoVNKc87o1o4FqzZijCHj4GH2ZeXQq3OKj6sVf/PxFkNJBSREQNt4B4XlcOd8N/ml/nV9UWPILDQsqbzsVU1d/FuMy2Jch3BcTv89INFQBrSAWBdUGFi8x3/ehz4543f/3z+iwu2mosLN/X//iGaJcQzu1YkZ878jzOkkPiaSmy47i8hwly/KExER8aqS0nJe/3gBpWXlhIU5GN43lSG9O9G3tC3vfPoNU1+cRrgrjOsnjSTc5ZeTdcRHyioM0zbbHywv7moxqWcMV07LIz0PHlzs5qlxjoCYUneqPtluqDDQLArO1DER8RMup8WINhaf7zTMTzdc4CcTtXwyejx08yU13j68r5/sFRERES9KaZ7Ig7+ectztkeEubrhojA8qkkDx1W5DVhGEOeCSrhadk8OYOtzigcX2mbB/rjXc0C84g5/bmKpFwS9ItQhTUxfxI2Pb2cFv+V4oLDNE+8GyFTonLiIiIhKAjDG8t9EOPhM6WCRXLlp+dkcHV/Wwt19fa/xqqllDWr4P9hfYSwNcmOr7D9UixxrWCiKcUOqGb/f6uhqbgp+IiIhIAFpzEDZn29tX9qgefH47wGJgC3v7wcVu0nKDL/zN2Go3tBnaGlrHKviJf4lyWQytXJlufpp/vP8U/EREREQC0H832sGnfwvo1rR68AlzWDw82kGLaCgog7vmuyko848Pnw3hUJFhYbq9raYu4q/GtrPfl0syDGUVvn//6Z0iIiIiEmAy8o4Gn6t61PxxLjHS4omxDsIdsDMHHvnGjTG+//DZED6tbOrSNBJG1W2FExGvG9HGwmnZB19W7vd1NScJfgeyq69d8fcP5lb//qEc3vpkCR/PW9XwlYmIiPgpjY/iax9sMhigTRyMOEE3y+5JFncOs886fJ0Gb68P/ODnNoaZ2yqbunRWUxfxXwkRFv0rp1z7w3TPEwa/Z97+rNrXOzMyAXtA++eMhTz8+kwsC85UN04REQkhGh/Fl/JLDbMqg8/l3S2cJwk+F3R2cGk3+z6vfG9Yttf3H0BPx6r9sKdy/e9JXRT6xL95pnsu3GOocPv2vXfC5Rxqmw0wf9UmEmKjeOjmS2gSF90YdYmIiPgtjY/iSzO3GQrL7QWiL+hct+Bz20CLLdmGtZlw/yI3/57ooHVcYIam6ZVLOAxqCW0C9G+Q0DG6rcXTyw2Hi+GHLDijue9qOeEZvx+v91nhdrMv6wij+ndjeN8uFBaXsjfzCJmHc4NmzriIiMjJaHwUXyl3Gz7YZL+mJnex6rw2mMtp8dgYB8lRkFsKdy1wU1weeK/Nw8WGBel23VN0tk8CQPNoi17J9ravp3vWawH34tIy/jl94XG3H84roG2LJG67+uwGK0xERCRQaHwUb1mYbq9d57Tgsu71Cz5JUXb4u+kLN1sPw6NLDX8eCdaPj2T4sdnbDeVuSIyAMW0Dp24JbWPaWqzPMixIM9w20PjsPVev4BcdGc7UGyYdd3thcQl3PPtegxUlIiISSDQ+ird4lnAY286iZUz9Pzz2aWZx+2CLJ5YZvthl6Jl8/BqA/soYw4zKaxsndrZwOQOjbpGx7Sz+vtqwrwC2HoauTX1Txwmnev54doqF/Qb7Yuk6vl27Dbfb/scnzOms9XoHERGRYKPxUXxhfZbhB7uPEFedRlib0sXiwlT7519YZVi1PzBepKsPQlplQ93JmuYpAaRdvEWnBHvbl9M9Txj8OrepfvWh3TgY2rRIZMmardz30kcs+X4LlmXx0M0XN16VIiIifkTjo/jCexvt11nvZOjd7NSDj2VZ3DHEomcSVBi4b6GbAwX+H/6mb7FrHNDC/iAtEkjGVHb39Fyj6gsnDH6/vnQc733+bdXXV583nHkrNlJQVMLt15zHLy8aw9K12/jwy+UkN4lr9GJFRET8gcZH8bYDBYavd9sfGBtiamZEZbOXxEg4XAJ3L3BTUuG/4S+nxFSdKdHZPglEnmUdth+BtFzfvNdOGPwA1mxJr9pu0TSBpWu30aNja8A+4nnHtRO5+KxBjVehiIiIH9L4KN704WZDhYEW0Uc/QJ6uFjEWj4x24LRg4yF4epnx2y60n+0wlLohPrzh/n4Rb+qaCC1j7G1fnfWrtbnLPc9/AJZFTn4h97zwYdXtFRVuHnljln2Bg6cjTeX2Y7de1ugFi4iI+JLGR/G2wjLDjMq16y7rbhF2kgXb62NAC4v/G2jx7ErDrO2GHslwcVf/ClbGmKq1+yZ2sohQUxcJQJZlMbatxXub7O6e1/Tyfg21Br9HbrkUA9z34jSunzSKDTsy2LBjL2XlFQzvm8qZ/VKJjgz3YqkiIiK+p/FRvG32DkNeKUSFNc40x8u7W2w4BJ/vNDyzwpDaxNC3uf+Eq7WZsCvH3tY0TwlkY9vZwW9dFmQWGppFe/f1XOtUT4fDgdNhf7tr+5ZMGTeQe395IddeMILtew7y0GszST+QjcPhqPpPREQk2Gl8FG9yG8P7lU1dzu9sERfe8B8ULcvinmEWXROh3A33LHSTVeg/Uz49Zzv7NYeOTRT8JHD1aWavQQm+me550tHosf+7vNrXbmO46bKzePTWS2nfyl6GfvbiNY1TnYiIiJ/S+CjesGQPpOeBBVxRzwXb6yMyzOLxsQ7iw+FQkR3+yvyg2UtuiWFuZVObyakKfRLYnA6LUW0ru3v6YFmHeh2GnPPNWl6Z9jVZR/KqjnYCfLpIA5uIiIQujY/SWN7fZK8JObINtG3kJQxax1o8NMqBw4IfMuHZlb4Pfp/vNJRUQFw4nNVewU8Cn6c50XcH7G613nTC4Ld83Q42796H2xg+mruCVRt2cc/1F5DcJI5bn3i76n6e9YtERERCgcZH8Yat2YaV++3tK3t4Z8rw0NYWN/W3P5j+b4vhk21urzxuTY5t6nJuR4vIMAU/CXyDWkK0y15Dc8ke744RtTZ3ASgqKWXBqk1kZB7G5XRy342TSIiNBqDCffQfAgu9EUVEJHRofBRveG+T/aGwa6K9aLm3/KynxaZDMHe34cllhs6Jhh5J3n8tr8+y1zwDNXWR4BHutBiRYvHlLsOCdMPEzt577BMePhozsDt/vG4i9/ziQvp1bcdj//yElRt2eqs2ERERv+Tv4+PitDJ25uhsYyA7VGT4YufRBdsty3vBx7Ispg636JQApW64e76b7CLvv548TV16J0NqooKfBI8xbe3/f7sXisu9996q07yBFk3j+dn5Z3LzZeOZv3ITR/IKG7suERERv+ev4+ONs/KZtknBL5D9b4uhzA1JUTChg/dDT7TLbvYS64IDhXDfIjflbu+9pgpKDV/ush9vis72SZAZnmIR7oCSCjv8eUutUz3f/nRJjVNUWiTFM2vhajDwzqffYDAYo8FFRERCQ6CMj1/vNvx+sGnQxb7FO0oqDP/bbL92Lulq4fLRguXt4i3+PNLBHfPcfHcAXvzO8LtB3qnl812G4gqIccF4NXWRIBPjshjcCpZkwPw0U9XwpbHVGvzatmhay3cswLAUaNOiqT2o6f0oIiIhIhDGR4cFh0tg1X4Y2to3Ncip+3yH4XAJRDjh4q6+/ZA1oo3FDf0sXltjeG+joUeSm3M6Nm6jGWMM07fYwfecjhZRLn3QlOAztp3FkgzDkgxDuds7B+lqfeeOHdSj2n9jBnanqKSMjTszGDuoB1gwdlB3xg3uoYvXRUQkZATC+DgkxT6u65kqJ4HDGDtggd3Jskmk7z9jXd/HYlQbe/vRpYYt2Y37utqUDVsO29ua5inBalQbC4cFeaX2QTpvOOEhm8zDuZRXVJBXUMzf3v2CH7amM2nMAECdykREJHT5+/g4sUs4YE8hKvWDRbil7pbvgx059vaVPXz/WgJwWBYPjnDQLt6+JunuBe5GXX/M09SlRxJ0beof+0CkoTWJtDijub09P907/06fcDmHaV+tYMOOvbjCnLRMSuB3Pz2HcJf9I1qbSEREQpW/j48TOrn4ywLIL7MbB4xu6+uKpK7e22gvBzKsNXRs4j+hJzbc4omxDn45283efHhgkZtnznLgbODpaQVlR7uZagkHCXZj2lp8d8CwKN3wxyEGRyN37z3hGb+bLhvP07+/kp+dfybxsVHc99JHzF2+HmMM7VslN2phIiIi/srfx8cmkQ6GtrK3Nd0zcOzMMSyt7PB3RXfvLNheHx0TLO4fYde1bB+8+n3Dv7a+3GUoLIeoMN90MxXxJk9Tl6wie93KxnbCM34AEeEuBnTvwIDuHcg4eJj/fLaU9dszuOvn51fdx62uniIiEmL8fXw8u6PdOGBRuqGozKhBRgD4oPLavg4J9hk/fzSuncV1vS3eXGd4a72he5LhrAbsujmzcprn2R0sYvSalSDXIsaiRxJsPGRPze/TzIdn/H4spXkid1x7HledOwywL0Be+N1mnA6LLbu9dFWiiIiIn/HH8XFUG4sIJxRXwOI9OkDr73JKDLN3VC7Y3t27C7bX16/6WVXB9OFv3Ow80jCvr83Zhg2H7O0pPu5mKuItY9rar/UF6Y2/BFC95xE4LIuycjdfLF3HAy//j6+Xb+DXl4yja/uWjVGfiIhIQPC38THaZTGyjf2BQtM9/d/HWwwlFZAQAed28u/Q43TY6/ulxEJhOdw5301+6em/xjxNXbomQvfaVk0RCTJjKqd77smD7Uca97Fqner56kfzcDochIU5iHC5cLvd7D+Uw/6sHNzGMLhXR64+bzjdO7Ty66NSIiIiDSmQxscJHSzm7ravG8srNcSFa7z2R2UVhmmVC7Zf1MUiMsz/n6eECIvHxzi4YY6b9Dx4cLGbp8Y5Trk5RVGZ4fNjmrr4+r0j4i0dEyzax8PuXHu6Z2pi4732aw1+A7q3xxgor6igrLyC4tIyIiNcREdGsOdANqs37cbComlCLC2axjdagSIiIv4kkMbH4SkQ7YLCMliQZrggVR+m/dFXuw1ZRRDmgEu7Bc5z1KWpxdThFg8sNizJgH+uNdzQ79Tqn7vbUFAGkU570XaRUDK2nX3d7IJ0ww39Gu9xag1+g3t1qvWHdmQcZGdGFgezc3nk9ZmMHtCNi84aiNPhfx2oREREGlIgjY8RTouxbS1m7zB8uctwQapPypATOHbB9gkdLJKjAyv0nN3RwcZDbv670fD6WrvZi2eKcX1Mr5zm+ZMOFrE6My0hZkxbO/htPQwZeYaUuMZ5D9R7JFr2w3Ze/uBr4mMiuercYdz7ywvZuHMvK9fvbIz6REREAoK/jo+elvgr90N2ka718zdrDsLmbHvbXxZsr6/fDrAY2MLefnCxm7Tc+r3Oth02rKtsZT9Fa/dJCOqRBM2j7e3GXMy91jN+T7/1GZYFTocDV5iTyIhwKtxu1mxO44qzh9Cni70abMukBO795YU62yciIiEh0MbHwa3shiE5JfB1mgmoqYSh4L+VC7b3bwHdmgbmcxPmsHh4tIOff+rmQCHcNd/N6+c56rwcg6epS+cm0Mv3y2CKeJ1lWYxpa/HhZsOCNMNPezbO49Qa/CaN6Y/b7abCbSgrL6e4pIz8ohLiYyL5dt0OPvp6Jb06pTBhWG86pjRrnOpERET8TKCNj2EOi7PaW3y8xfDVLsOl3XxdkXhk5BkWptvbV/UI7APoiZEWT4x18Ks5bnbm2Ms8PDracdImLcXlhjlq6iLC2HZ28PshEw4VGZKiGv69UGvw87Sfzi8sZs2WdEac0aXqe4dy8nE6HCxdu40X3vuSM7q248pzhxHuOul68CIiIgEtEMfHCR3s4Pf9QThQYGgRow/X/uCDTQYDtImDESm+rub0dU+yuHOYxcPfGOalwdvrDdf2PvFrbV6aIa8UIpxwrpq6SAjr1/zo7IyF6YaLGmEty1oPL337w3Yq3G5KyytYtXEnT705m72Z9uIS73z6DQVFJcREhvOTob04lJPPpl37Grw4ERERfxOI42O/ZtAsyt7+areu8/MH+aWGWdvs5+Ly7hZOR3CEngs6O7ik8gPrK98blu098evN09RlfHuL+Ijg2AcipyLMYTGqzdHF3BtDjcGvvKKCtVvT+cs/prN7bxb/d9XZFJeW8Y+P5vHpojXEx0RyJK+Q5MR4sg7n8fufnUvfymsaREREglWgjo9Oh8X4yiYvX+5U8PMHM7cZCssh1gUXdA6uwPO7QRZ9m4HbwP2L3OzNq/k1tzPHsOagvT1JTV1EGNP2aDOu/NKG/7e6xuAX5nTyq4vHcuuVE/hhazp/ffsziopLufPnE8nJL2TFhp1k5+ST0rwJO/dmNXhRIiIi/iiQx0dPd89N2dS766I0rHK34YNNR69ri65jE5RA4XJaPDbGQXIU5JbCXQvcFJcf/5rzNHXpkGCflRYJdUNaQ1QYlLthSYaXgp9HcpM4rr1wJBedNZBenVNwhTm5+rzh/PqScaS2a0FCbDStkhMwRgOIiIiEjkAcH3smQUqsvf3VLv+pKxQtTIf9BeC04LLuwRX6PJKi7PAX5oCth+HRpaba+6Gk3DB7e2X4TVVTFxGw1149M8V+L8xP83Lw8+iU0pyfTkmxM8YAACAASURBVDwTV5h9cXq/ru1oldwEgF9dMu6U3qxut5udGZn1/jkRERF/0RjjY2OxLIufeKZ77jJ+FUpDjWcJh7HtLFoGcaOdPs0sbh9s/31f7DK8v+noa+6rHWXkloLLARODbKqryOkYU3l1wNIMajxTfjq83masrLycN2ctZvOu/RSVlPLi3dcC9nUT785eyvode4mMCGPK2IH0797e2+WJiIj4xOzFa1i+bgdl5RUkxkdzzQUjaZ4Yx/R5q1i2bgeuMCfjh/Rk7KAep/wYEzpYvLnOsDMHth+B1MQG/AOkTtZn2e3aIXAXbK+PKV0sNhyCWdsML6wydEk0DGxp8cGGEgDGtbNIUFMXkSpnpliEOQzFFbB8H4xuwMvEfbBojMWQ3p35/c/OrXbrvBUbyS8q4bFbL+VXF4/jzU8WU1BU4v3yREREfCAqIpypN0zikVsupUu7lkz7cjmrN+9m0659/OWmi/nDz87lk0XfV3UQPRWpiRadEuztLzXd0yfe22jv917J9hmxYGdZFncMseiZBBUG7lvoZsU+w/KMcsC+xlFEjooNtxhsrxrU4NM9vR78XGFO+nZpS7jLWe325et2MG5wDxwOBynNE2nfKpkNOzK8XZ6IiIhPjBvcA1eYPTZ2TGlGfmExy37Ywaj+3Qh3hZEYH0PfLu1YuyXttB7HM93zK0339LoDBYavK5fTCIWzfR4Rlc1eEiPgcAn8/mt7qmvbOBjQwsfFifihMe3sfx8W7zGUuxvu32m/WXH9UE4+yU1iq75Oio/hSF6hDysSEQke5eXlrN+wmbz8Al+XcpwuqR0IC/Ob4cgvLF69hWF9U1m8ekv1sTEhhiP5pzc2Tuhg8Y81hox82HDIPvMk3vHhZkOFgRbR9hTHUNIixuKRMQ5u/dJNuZ37mNJFTV1EajKqjcUTGHJL4fsDMKhVw/xevxlpy8orcDiOOQFp1f0fg4T4+EaqqvH5sva42Bgg12ePfyJxsTGNvm8C8XUTLM+Z9n3Dqsu+X79hM+e+sB5Xsu/XlDtWWVY6c26NoVfPbr4uxW9M+2oF4a4wRg/oxryVG6uPjZz+2JgQD72b57LuYAUL9ro4s1N0A1R96gLp34PTqbWg1DBzWw4A1/SLIqlJZEOVdRx/3afj4uHOwmIeW1xEuBOuPCOehCgfXHVUT/66P39MdTY8X9WaEA8DWuWxal853xxwMb5bw/w77TfBLzE+huycApIS7COb2Tn59EltU6efzcn1zw9jJ5MQH+/T2v3xyL9HXn5Bo+4bX+/7UxUMz5n2fcOry77Pyy/AldyWiJapXqqq7upSfyB9UDhVxhje+3wZhcUlXD95FJZlkRgXQ3bu0ddedk4+rZo1qdPvO9E+HdfWzbqDMHtLCb/uXfb/7d15fFT1vf/x95kl+woJBAIJO8i+gxA2AfeKuKCtrV6telu7eNvfbWt/La21ttX+fr2Ptr9W70+trbW11usCWpcCAkEEZVP2PRBCCAQSyL7Mcu4fh0S5skySmTlzktfzrzOTnJnPnMB85n3Od75fuV32XHVx0vtBR2t9eW9Q1U2mEj3SVXlNqqpuDmN1n4j1Y3pDP1PJhqH8rGS5fbWq8tld0cXF+vFsQZ3hZ3etBb2D2lwmLT/YpK+P8cl1gZN+bemPMXOaZezQPBVu3i3TNFVaflplp6o0YmCu3WUBABBxgWBQf3r9PbkMQ/csmCn32at8Y4fmae1He+UPBHS6uk47DpZq4vD+HX6++fnWB4hTDdJWVlaKuKBp6u9nJ3W5bqCh1LiuO7zRWlbEpYm9vXaXAsS0lu/5nayXdleE5zFtueK3+IlXFAgGFQgEtfiJV5Sdmar7b56jv7y5Tj/43cuK83p09w0FivPGzAVJAAAiZtOuQ9qwo0hZmana8eRRSVJ+r+66e8FMlZ06ox89+apchku3zJuojNSOD/npkWxobA/p43Jp+SFT43t23SASDetKpZIayZB0WyddsB1AePVOMTSkm7Sv0prdc0RWx987bElWP33g5vPef+/CWVGuBAAA+00ZOVBTRg48789uv2qqbr9qatifc14/Qx+Xm1p5xNT/mmzKY9Nwz67gxbMLthf0kfqmcZwBhGZ2X0P7Kk0Vlph6YJzZ4cmQYmaoJwAAiJ4r8gy5DamqyVokGJGxv9LUpuPW9u2X8bELQOhm9bWC3pFq6XBVxx+PdyAAALqgbomGJp5dJHgFi7lHzIt7rGM7JJM16wC0zYAMa71LSVoVhsXcCX4AAHRR888u5r66xFRTgPAXbhUNppYd+mTBdtasA9AWhmG0TvJSWELwAwAA7TQrz5DXJdX7rAlIEF6v7jPlC0rdE63vVAJAW80+O9xzb6VUVtux8EfwAwCgi0qNM3R5b2ub4Z7h1RQw9epe65jePMRQnJvgB6DthmdJWYnWdkev+hH8AADowub3twLJ2qOm6nyEv3D5Z5Gp001SnEtaOITQB6B9XIbROslLYQe/50fwAwCgCyvINZTglpoC0nth+A4JJNM09eLZBduvHmAoM4HgB6D9Wr7nt/WkdLqx/e/TBD8AALqwRK+hGWfPJi9nuGdYbCiTis5OvX77ZYQ+AB0zvqeUFicFzY6doCP4AQDQxbXM7vlhmVTVRPjrqJYF26f0kgZkEPwAdIzHZaigzyezMLcXwQ8AgC5uam8pxSv5g9LqMKwV1ZUdqjK1/pi1zYLtAMKl5Xt+G8ukuub2vU/zjgQAQBcX5zY0O4/hnuHw0tnv9vVLtwI1AITDlN5SvFvyBaV1xwh+AACgnVqGe24+Lp2qJ/y1R1WTqbeKzi7YPowF2wGET4LH0OW51vbqI+17DIIfAADQhBwpM0EyJa1kuGe7vLbPVFNASo+3ZvMEgHBqGe65vtRUU6Dt79MEPwAAII/L0Nx8hnu2ly9g6uWzC7YvHGwowUPwAxBe03MNuQ2p3i9tKmv7/gQ/AAAgSZp3drjn9pPSsVrCX1usKDZ1qkHyuKRbhhL6AIRfWryhiTnWdnsm4iL4AQAASdLobKlHkrX9bjHBL1SfXrB9fj9DWUkEPwCR0bKY+3tHTfmDbXufJvgBAABJksswWid5WX6I4BeqreXS3kprmwXbAUTSzD6GDElnmqRtJ9u2L8EPAAC0agl++05Lh6sIf6H429kF28f1lIZ2I/gBiJysJEMjs63ttg73JPgBAIBWQ7tJfVOtbSZ5ubTSGlNrSqztz7NgO4AomH12ds9Cgh8AAGgv41PDPVccNmWahL+LeWmPKVNSboo0PdfuagB0BS3f8ztR37b9CH4AAOAcLcGvuFraf9rmYmJYbbOpNw5YwXjRMENuF8M8AURen1RDAzPavh/BDwAAnKN/hqFBmdb2MoZ7XtDrB0zV+6Vkr3T9IEIfgOiZnWet6dcWBD8AAPAZ8/MZ7nkx/qCpl/ZYx2XBYEPJXoIfgOi5daiht25tW5Qj+AEAgM9oWcz9eJ21oDvOtabEOjYuw/oABgDRlJFgKD2+be89BD8AAPAZuamGRmRZ28zu+VktSzjMyTPUK4XgByD2EfwAAMB5tUzy8m6xqUCQ8Ndi5ymz9SooC7YDcAqCHwAAOK+5+YYMSZWN0pYTdlcTO17cbYXgEVnSqGyCHwBnIPgBAIDzyk4yNK6ntc1wT8uJOlMri61jwdU+AE5C8AMAABfUMtxz9RFTvgDh77/2mgqYUs8k6/t9AOAUBD8AAHBBc86uFVXdLH1YZnc19qr3mVq63wq/tw4z5GHBdgAOQvADAAAXlJFgaHIva7urD/d8q8hUTbOU6LHW7gMAJyH4AQCAi2oZ7rmmxFSjv2uGv6Bp6u9nJ3W5bqCh1DiCHwBnIfgBAICLmtXXUJxLavBL75faXY09Cot9KqmRDEmLhhH6ADgPwQ8AAFxUcpyhaX2s7eWHg/YWY5M/f9wkSZreR8pLI/gBcB6CHwAAuKQr+1kfGdYdlWqbu9Zwz/2Vpj4o9UuSPn8ZH50AOBPvXgAA4JKm5UpJHqk5aH3Xryt5cY/1egdnSuN72lwMALQTwQ8AAFxSgsfQjL7WEMdlXWh2z4oGU8sOfbJgu2EwzBOAMxH8AABASK48O7vnxjLpTGPXCH9/2GbKF5SyEo3W2U0BwIkIfgAAICSTe0lpcVLAlFYd6fzB762DQb26z3qd905IUJyb4AfAuQh+AAAgJF63oTl5XWO4554KU49/aL3G2XnSnaPjba4IADqG4AcAAELWMtzx4xNSeX3nDH9nGk09VBhUU0Dqly4tnubiu30AHI/gBwAAQjaup9Q9UTIlvdsJr/r5g6Z++F5Qx+ukZK/0+CyXkr2EPgDOR/ADAAAhc7sMzc23gtDyThj8nvzI1Kbj1vaPp7uUn07oA9A5EPwAAIgRwWBQh0pP2l3GJbUM99xVIZXWdJ7wt/xwUH/dZb2eL482NLMvoQ9A5+Gxu4AWv3r+bZVX1ijO65Yk3XTFRI0blm9zVQAARJ7P79dzb6zV3sPH1dDUrN89dKckyR8I6IW31mtn0TElxHt04+wJMdEbR2ZJOcnS8Trrqt+/jHJ+QDpw2tTP1lmhb3quFfwAoDOJmeAnSffcOEND83vZXQYAAFFmaPLIgbq2YKx+/ofXW+9dtXG3ahua9Itv3KKyU1X6P39+S0Pyc5ScaO8Mk4ZhrWn3/E7zbPCztZwOq26yJnNpDEh9UqWHC1xyMZkLgE6GoZ4AANjM63Fr9OC+raNeWmzYUaQ5ky6Ty+VSbo9M5ffK0q6iUpuqPFfLcM+DZ6SiM84d7hkImvrx2qCO1kiJHmsyl9Q4Qh+Azidmrvh53G499/paeb1uDR+Qq4VzJijOGzPlAQAQdRVVtcrKSGm93T0tWWdq6m2s6BODM6X8NKm42hru+a9jnRmWntlmav0xa/uH01wamOnM1wEAlxIzyerBL1wpSaqtb9QzrxXqrbXbdOOc8RF5Lr/fr/0HDkfksdsiNSVZNbV159w3eFA/eTwx82cBANjI5w/I5frU4BzDiJn15FqGez6zzRruef8YM2ZqC1XhEVN/3G5drfziiE9mKwWAzijmEkZKUoImjxygj/YUh7xPelpam55j5669uvWPh+XN6tvW8sKs+pxbvlMleucbyRoxfGhUnj01JfkzNcSK1JTkNv9d2yrSjx8JneVvxrEPr1COvdPr76oy05JVWVWn7unWVb/KqlqNGtQnpH2jcUxvGhnQM9uqdbRGOtqUrJE92v6xwq6/fdHpgB5ZZ/2fuLyPR9+bmSKP6+LBzyn/TqkzvKgzvJxSp+SsWkMRM8HveEWVcrqnq7HZp027DmlIXk7I+1ZVt+3DTE1tnbxZfRWfM6itZUZcTW1dm19PR54rVkX6OKSnpUXtOIdTZ/ibcezDL5Rj7/T6O1vzDdXYoXkq3Lxbg/r20LGTZ1R2qkojBuaGtG80/p91c0tDukn7KqXXdtaqb0Lbpg6w6/2grtnUA28HVeeTeiVLD08Lqq625qL7OOW9izrDizrDyyl1Ss6ptS39MWaC39OvrlZDU7PcLpfGDMnT/Kkj7S4JAICoWfzEKwoEgwoEglr8xCvKzkzV/TfP0V/eXKcf/O5lxXk9uvuGgpj7/vv8fob2VZpacdjU18ebMT8bZtA09ci6oIqrpXi39Nhsl9LjY7tmAAiHmOkei+9bYHcJAADY5qcP3Hze++9dOCvKlbTNvHxDv99iqrxe2lYuje1pd0UX99wOU4Ul1vZDUw0N7UboA9A1sJwDAABot14phkZlW9vLD8f2sg7rSk099bFV423DDF0zgI9BALoO3vEAAECHtKzpt7LYlD8Ym+GvpNpar8+UNK6n9I0JXOkD0LUQ/AAAQIfMzTfkMqTTTdLm43ZX81kNPlMPFQZV0yxlJ0mPznBdcgZPAOhsCH4AAKBDuicaGn/2u32xNtzTNE39bL2pg2ckr0t6bJZL3RMJfQC6HoIfAADosJbhnquPmGoOxE74e2GXqRXFVj3fmWxoRBahD0DXRPADAAAdNjvPkMcl1fqkD47ZXY1lY5mp339khb6Fgw3dMJiPPQC6Lt4BAQBAh6XHG5rSy9pedsj+K35ltaZ++F5QQVMamSV9axJX+gB0bQQ/AAAQFlf2t8LV2qOmGnz2hb9GvzWZS1WT1C1B+sUsl+LcBD8AXRvBDwAAhMWMPobi3VJjwAp/djBNU7/80NTeSsltSD+f5VJ2EqEPAAh+AAAgLJK8hgr6WCFrmU2ze76819RbRdZzf2uSobE9CH0AIBH8AABAGLXM7rn+mFTdFN3w9/EJU7/eZD3ntQMM3TyE0AcALQh+AAAgbC7PlZK8kj8oFZZEL/iV15v6/pqgAqY0rJv03SmGDIPgBwAtCH4AACBs4t2GZve1Ale0FnNvDpj6fmFQpxuljHjpsdkuJXgIfQDwaQQ/AAAQVi3DPTcdlyobIh/+/mOjqZ2nJJchPTrDpZxkQh8A/E8EPwAAEFaTeknp8VLQlFYeiWzwW7I/qCX7ref42nhDE3sR+gDgfAh+AAAgrDwuQ1fkR364546Tpn61wXr8+f0MfeEyQh8AXAjBDwAAhF3LcM+t5dLxuvCHv4oGazIXX1AalCn976lM5gIAF0PwAwAAYTcmW8pOtLbfDfNVP3/Q1A/WBHWyXkqNkx6b5VKil9AHABdD8AMAAGHndhma2y8ywz1/u9nUx+WSIemRApf6pBL6AOBSCH4AACAiWoZ77qmUjlSHJ/y9XRTUS3usx/rXsYYuzyX0AUAoCH4AACAihneXclOs7RVhuOq3p8LUYx9YjzOrr3TXSEIfAISK4AcAACLCMAzNO3vVb9lhU6bZ/vB3ptHUQ4VBNQWk/DTpR9NcTOYCAG1A8AMAABHTMtzzcJV04Ez7HsMfNPXD94I6XicleaVfznYpOY7QBwBtQfADAAARMyjT0IB0a7u9wz2f/MjUpuPW9sPTXcpPJ/QBQFsR/AAAQETN+9Tsnm0d7rnicFB/3WXtc88oQzP7EvoAoD0IfgAAIKJahnseq5V2ngp9vwOnTT26zgp903Kle8cQ+gCgvQh+AAAgovqmGbqsu7Ud6nDP6iZrMpfGgNQnVfpJgUsuJnMBgHYj+AEAgIhrGe65othUIHjx8Bc0TT38flBHa6REj/T4LJdSmcwFADqE4AcAACJufr4V3E41SB+XX/x3n9lqal2ptf2Dyw0NzCT0AUBHEfwAAEDE9Ug2NLaHtb38IsM9C4+Yena79fM7hhua14+PKgAQDrybAgCAqGgZ7rmy2JT/PMM9D1eZ+sm6oCRpUo701XFc6QOAcCH4AQCAqLgiz5DbkKqbpQ1l5/6srtnU91YHVe+TcpKlR2e65HER/AAgXAh+AAAgKrolGpqYY21/erhn0DT1yLqgiquleLf0+GyX0uMJfQAQTgQ/AAAQNS1r+hWWmGr0W+HvuR2mCkusnz801dDQboQ+AAg3gh8AAIiaWXmGvC6p3ietKfZpXamppz62AuCiYYauGcBHEwCIBI/dBQAAgK4jNc7Q5b2lNUel57Y2an9FUKakcT2kb07gSh8ARAqn1QAAQFTN728FvC1lAdU0S9lJTOYCAJFG8AMAAFFVkGsowW1te13SL2a61D2R0AcAkUTwAwAAUZXoNXTjEEMel/S9qYZGZhP6ACDS+I4fAACIugcnGPrujHQ1N9TYXQoAdAlc8QMAAFFnGIYSvVzpA4BoIfgBAAAAQCdH8AMAAACATo7gBwAAAACdXExN7rLncJlefOcDNfn86t87S3deX6CEeK/dZQEAYBt6IwAgHGLmip/P79ezSwp11+cK9POv3yK326U31261uywAAGxDbwQAhEvMBL+dB48pOzNN/XOzZRiGZo4fpm37jthdFgAAtqE3AgDCJWaCX0VVrbIyUlpvd09P1pnaehsrAgDAXvRGAEC4xMx3/PyBgFyuT+VQw5BhRG59H9+pkog9dntZNfWz4Tljix3HwUn4m9nH6cfe6fV3RdHujQCAzssI1JeYdhchSRt2FOn9rfv1rTuukiQdKDmhv73zgRbft8DmygAAsAe9EQAQLjEz1HPEwFwVl53S0ROVMk1ThZv3asqogXaXBQCAbeiNAIBwiZkrfpK0bV+JXlm5UU3Nfg3r30t3XDNNXo/b7rIAALANvREAEA4xFfwAAAAAAOEXM0M9AQAAAACRQfADAAAAgE6O4AcAAAAAnRzBDwAAAAA6OYKfjYLBoA6VnrS7DAAAbEEfBIDo8dhdQHvtOVymF9/5QE0+v/r3ztKd1xcoId5rd1kh8fn9eu6Ntdp7+Lgampr1u4futLukNnlr7VZt2FEknz+gzLQkfen6AvXslmZ3WSH5/y+vUtmpM2ps9mn04L667aopcrucdf7jpeUbtHLDLj3+4CKlpyTZXU7IfvX82yqvrFGc15qG/qYrJmrcsHybqwqdPxDQqys3a/Ouw3K7DV07fYwKxg2xu6xLWrNlr5Z/sKP1drPPL9M09ct/u93Gqtpm+/4SLVm9RU3NfqUlJ+jOzxUop3u63WXFJKf0Rif1Qaf0PKf1t1jvZU7qWU7oT07qRU7pOYWb92jVxt3yB4Ia1q+XbrtqyiWX+nFk8PP5/Xp2SaG+eutc9eudpWeXrtGba7fq5rkT7S4tRIYmjxyoawvG6ud/eN3uYtosMT5OP7j3Bnk9bi1dvUUvL9+gr902z+6yQnLrlZPVLS1Zjc0+PfLUEo05lKcRA3PtLitkOw+Wqrq23u4y2u2eG2doaH4vu8tol9dWblZ1bb0e/dpN8no8avb57S4pJDPHD9XM8UNbb7+8YqPi45zz1h8IBvXMkkJ9+4tXK79Xlt4o/Eivr96i+2+eY3dpMcdZvdE5fdApPc9J/c0pvcwpPcsJ/ckpvcgpPedAyQktW79D37/neiUlxOmZJWu0etNuzZ868qL7xe6poIvYefCYsjPT1D83W4ZhaOb4Ydq274jdZYXM63Fr9OC+rWeRnGbOpMtazyj0z81WbX2jzRWFrltasiSpqrZBLsNQTlbsncG5kJq6Ri1ZtVm3XzXV7lK6nNr6Rn2w/aA+f/Xl8nqsRhXnjb2GdSlNzT59uP2gZo4beulfjhGGJI/bLUOGJOvMdixeHYgFTuqNTuqDTul5Tulv9LLwcmJ/iuVe5JSeU1R6UoPyeiolKUEul0tTRw3Utv0ll9wvtv9lXEBFVa2yMlJab3dPT9YZB5w56ozWfrRPU0cPsruMkH2w7YBeW7VFDU3NWjR/srqnp1x6pxjx/Jvv64bZ45WSlGB3Ke3icbv13Otr5fW6NXxArhbOmRDzzalF6cnT6paWrKWrt2jv4TJlpifr9qumxuTQj4tZt/WAhvXvrfTU2GtiF+JyufS1RXP1h6WFykhJUnJivO76XIHdZcUkemPkxXLPc0p/c0ovc0rPcmJ/iuVe5JSe06dHN63asEunq+uUlpKobftKVF3XcMn9HHnFzx8IyPXpceuGIcMw7Cuoi3p5xUbFeT3nXLqPdVNHD9LjDy7S4vsW6N0Nu7R592G7SwrJ6k17lJGapFGD+thdSrs9+IUr9fNv3Krv3Hmtyk6e0Vtrt9ldUsiqaxtUfrpa08cM1k++epMu699bz73+nt1ltYlpmlq1abeumHSZ3aW0SdA0tWrTHk0fO0S3Xz1Vjc2+kM5qdkX0xsiK9Z7nhP7mpF7mlJ7ltP4U673IKT1n+IDemjtlhH7zwjL9x/PvKCUpQalJiZfcz5HBLzM1WZXVda23K6tqY/bMVmdkmqb+9s4Hqqqt190LZjjyg0V2ZqrGD8vX/iPH7S4lJGu27NGBkhN69OmlevTppZKk37ywTKfO1NhcWdulJCVo8sgBKi2vtLuUkKWlJKpHZprye2dJkiYN769jJ8/YXFXbbD9wVInxceqfm213KW2yu6hUJ09X68qpI9UrK0OL5k/W35d9aHdZMYneGBlO63mx3N+c2MtivWc5rT/Fei9yUs+ZN2WEHv7KQn3nrmuVnBin3B6Zl9wn9q5Zh2DEwFy98M56HT1RqdwemSrcvFdTRg20u6wuIRAM6s9vrFVSQrzuWTAz5hvgp7U0lqyMVNU3NmnHwaOaO3mEzVWF5kf333jO7a/87E968AtXxuS48ws5XlGlnO7pamz2adOuQxqSl2N3SSEbkJut2oYmFR87pfzeWdqyp1j9+8Rm07qQlRt2xewZ1ovxejyqqKrVmZp6ZaQmqaj0pJIT4+0uKybRG8PPKT3PKf3NSb3MKT3Laf0p1nuRU3qOaZpqbPIpMSFOpeWntXLjbv3bHVddcj9HBr/kxHjdc8NMPf3aajU1+zWsfy/NmRi7/4jOZ/ETrygQDCoQCGrxE68oOzNV3/z8lXaXdUmbdh3Shh1FyspM1Y4nj0qS8nt1170LZ9tbWAiamv165rVCNfv88nhcunz0IE0eOcDusrqMp19drYamZrldLo0ZknfJmadiidfj0X0LZ+kvb61TY7NP2ZmpuvO66XaXFbLS8tM6dvKMJgzvZ3cpbTYkP0ezJ1ymX/7pTbndLqWnJOrLC2bZXVZMclpvdEIfdErPo7+Fn1N6lpP6kxN6kVN6TjBo6rE//UM+X0AJ8V594eqpIS0zYwTqS8wo1AcAAAAAsIkjv+MHAAAAAAgdwQ8AAAAAOjmCHwAAAAB0cgQ/AAAAAOjkCH4AAAAA0MkR/AAAAACgkyP4AQAAAEAnR/ADouT//W25Tp6uab1dVFquZ15bLUmqrW/Uo08vvej+qzbu1vP/eP+ivxMIBvXQb1/qcK0AAEQL/RGIDo/dBQBdRbPfL9M0FQwG9egzr6vZF1BdQ6MeeWqJgkFTFVW1euSpJRo1uK8WzpkgSXripXd187xJ6tkt7TOPt3rTHiXGezVl1MALPud/vrxSRUfLz/uzb3/pGuV0Tw/PiwMAoJ3oj0B0EPyACFu2foe2HyjR0ROVenbpGo0dmqcf3X+jikrLVHnnAgAABPFJREFUtXLDLt27cLZq6xv167/+Uz+8b0Hrfo3NPu0+dEzd0pLO+7gbdhbphlnjWm+3nMmsrm3QQ799SWOG5Okrt1wR2RcHAEA70R+B6CL4ARE2b+oIFYwbrO/++u/6lxtm6GBJuR55askFz2hK0nfvuk67DpXK43apodEnb8q5/1VPVFbrWPlpDc7r2XrfY99cpL3FZfrj0vf02DcXRfU1AgDQVvRHILoIfkCEuQxDuw+VyR8IqryiWtPHDtb0sYNbf/7s0jWaPnawhub3Ome/D7cXKad7uv6wpFAP3nHVOT9bvn6H3G6XXlu5WbfMm9R6/+6iY5F9MQAAhAn9EYgugh8QBdv2HVFyYrxeeXejTJnaVXRMB0tOSJIqq+t0qPSk4r3Wf8eFV0xURmqSikrL9dMHbtZv/vpPvfP+NiXGx0mSistOafuBEi2+b4F+//cVeuf9bbp6+mhJ0s6DpZKk0vLTOl5RpRfeXt9aQ0NjsxLivTIMQ5I0IDdbX7ttXtSOAQAA/xP9EYgeI1BfYtpdBNCZVVbV6sn/WqmEeK/mTh6ug0dPqrS8UovmT1ZOVsY5ZzRfW7lJvXtkqnDTHo0blq/5U0fq6IlKvV74kS7r31tHT1TqeEWVZk8cpkkjBqiiqla/ePYNfeWWK+RyGfrzP95XXUOTMlKSdPmYQbpi0vDWOh59eqnuXjBTuT0ybTwaAABY6I9AdLl//INvP2x3EUBn9urKTRqcl6PyymoVjB2iSSP668MdB/X+1v16/+P9Ki6r0N7DZVq/7YAOlJSrZ7c0namt1+evmirDMJSWkqhJIwbo8LFTqq5r0O1XT9XAvtZ3F5IS4jRuWL769uyuF//5gUYP6qvisgr9+53XqKq2QVU1Dfpob7EG9e2pNVv2atywfL29dpuyMlOVkpRg85EBAHRl9EcguhjqCURYsz+g2ROHafuBknPuv/+m2ec9o5mdmaprpo/WL//0porLKlp/35Qk09T6bQda73O5DP3uoTsVCAR1qPSU7rh2mlZt2q205ERNGTlQ//fPb2vamEHnPK/b7dKb723Vl2+cGcmXDQDARdEfgegi+AER9sVrp8nrcX/m/v98eZU8bpfqG5t1pKxCHrdLVXUNWjR/sgzD0Pfuvv6c31+1cbeOnqjUl66f/pnHcrtdemDRXCUnxrfed/BouSrO1GjKyHPXMZo7ebh+9OSrOn7qjHKyMsL0KgEAaBv6IxBdBD8gws7X1BbOmaCUpATtKirV9LFDVFp+WgdKTmhofo6SEuLP8yiX1q93lgLBYOvtV9/dpGsLxsjtdp3ze5lpyZo0YoD+uX6H7vpcQbueCwCAjqI/AtFF8AOirK6hSVv2FGvNlr2aOmqgfP6ADMPQhh1FWrlxlxbMHq9nXi38zH7nG8rS4roZY3TdjLGttxsam9U7O0NTRg1Us88vfyCg0zX18pxtsldePlLrtu6P1EsEAKDN6I9AZBH8gCj7eO8RHTleoe/cda1yuqdLknpnZ+jf77xGH24/qBUf7tJvvvvF854JDVViQpzuuHaaTp2p0eLfvyIZhobk5yg7I0WSlNM9XTddMTEsrwcAgHCgPwKRxXIOAAAAANDJuS79KwAAAAAAJyP4AQAAAEAnR/ADAAAAgE6O4AcAAAAAnRzBDwAAAAA6OYIfAAAAAHRyBD8AAAAA6OT+G1ji61E3PGwBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('Solarize_Light2')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('tableau-colorblind10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('tableau-colorblind10')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plt.style.use('_classic_test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('_classic_test')\n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 生成一张12*4的图\n",
    "fig = plt.figure(figsize=(12,4))\n",
    "\n",
    "# 生成第一个子图在1行2列第一列位置\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "# 生成第二子图在1行2列第二列位置\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "# 柱状图数据\n",
    "x1 = [0.3, 1.7, 4, 6, 7]\n",
    "y1 = [5, 20, 15, 25, 10]\n",
    "\n",
    "# 折线图数据\n",
    "x2 = np.arange(0,10)\n",
    "y2 = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第一个子图绘图和设置\n",
    "ax1.bar(x1,y1)\n",
    "ax1.set(xlabel='横坐标',ylabel='纵坐标',title='我在第一列位置')\n",
    "\n",
    "# 第二个子图绘图和设置\n",
    "ax2.plot(x2,y2)\n",
    "ax2.set(xlabel='横坐标',ylabel='纵坐标',title='我在第二列位置')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘图选一种自己喜欢的样式画布风格，用两张子图分别绘一个柱状图和折线图来做对比。"
   ]
  }
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